Quantization

Quantization

• 2022-06-26 CTMQ: Cyclic Training of Convolutional Neural Networks with Multiple Quantization Steps    HyunJin Kim, Jungwoo Shin, Alberto A. Del Barrio arXiv_AI arXiv_AI  Quantization  Knowledge  Pose  CNN  PDF
• 2022-06-25 Inverted Semantic-Index for Image Retrieval    Ying Wang arXiv_CV arXiv_CV  Unsupervised  Quantization  Image_Retrieval  Pose  Action  Classification  Image_Classification  PDF
• 2022-06-24 QReg: On Regularization Effects of Quantization    MohammadHossein AskariHemmat, Reyhane Askari Hemmat, Alex Hoffman, Ivan Lazarevich, Ehsan Saboori, Olivier Mastropietro, Yvon Savaria, Jean-Pierre David arXiv_CV arXiv_CV  Quantization  Regularization  Pose  PDF
• 2022-06-24 Megapixel Image Generation with Step-Unrolled Denoising Autoencoders    Alex F. McKinney, Chris G. Willcocks arXiv_CV arXiv_CV  Transformer  Quantization  Inpainting  Pose  Denoising  Attention  GAN  PDF
• 2022-06-23 Towards Green ASR: Lossless 4-bit Quantization of a Hybrid TDNN System on the 300-hr Switchboard Corpus    Junhao Xu, Shoukang Hu, Xunying Liu, Helen Meng arXiv_SD arXiv_SD  Transformer  Quantization  Recognition  Speech  Pose  Speech_Recognition  Language_Model  PDF
• 2022-06-22 Automated Cancer Subtyping via Vector Quantization Mutual Information Maximization    Zheng Chen, Lingwei Zhu, Ziwei Yang, Takashi Matsubara arXiv_AI arXiv_AI  Unsupervised  Quantization  Pose  Relation  Medical  PDF
• 2022-06-21 QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit Quantization    Fadi Boutros, Naser Damer, Arjan Kuijper arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Face  Deep_Learning  Face_Recognition  PDF
• 2022-06-20 Seizure Detection and Prediction by Parallel Memristive Convolutional Neural Networks    Chenqi Li, Corey Lammie, Xuening Dong, Amirali Amirsoleimani, Mostafa Rahimi Azghadi, Roman Genov arXiv_AI arXiv_AI  Quantization  Knowledge  Pose  Detection  CNN  Prediction  QA  PDF
• 2022-06-20 Self-Supervised Consistent Quantization for Fully Unsupervised Image Retrieval    Guile Wu, Chao Zhang, Stephan Liwicki arXiv_CV arXiv_CV  Embedding  Unsupervised  Quantization  Image_Retrieval  Regularization  Self-Supervised  Pose  Contrastive_Learning  PDF
• 2022-06-20 nuQmm: Quantized MatMul for Efficient Inference of Large-Scale Generative Language Models    Gunho Park, Baeseong Park, Se Jung Kwon, Byeongwook Kim, Youngjoo Lee, Dongsoo Lee arXiv_CL arXiv_CL  Transformer  Quantization  Self-Supervised  Pose  Inference  Language_Model  PDF
• 2022-06-17 Towards Efficient Active Learning of PDFA    Franz Mayr, Sergio Yovine, Federico Pan, Nicolas Basset, Thao Dang arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2022-06-17 Fast Lossless Neural Compression with Integer-Only Discrete Flows    Siyu Wang, Jianfei Chen, Chongxuan Li, Jun Zhu, Bo Zhang arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2022-06-17 tinySNN: Towards Memory- and Energy-Efficient Spiking Neural Networks    Rachmad Vidya Wicaksana Putra, Muhammad Shafique arXiv_AI arXiv_AI  Quantization  Inference  PDF
• 2022-06-16 PeQuENet: Perceptual Quality Enhancement of Compressed Video with Adaptation- and Attention-based Network    Saiping Zhang, Luis Herranz, Marta Mrak, Marc Gorriz Blanch, Shuai Wan, Fuzheng Yang arXiv_CV arXiv_CV  Quantization  Enhancement  Adversarial  Pose  Relation  Attention  GAN  PDF
• 2022-06-16 Accelerating Inference and Language Model Fusion of Recurrent Neural Network Transducers via End-to-End 4-bit Quantization    Andrea Fasoli, Chia-Yu Chen, Mauricio Serrano, Swagath Venkataramani, George Saon, Xiaodong Cui, Brian Kingsbury, Kailash Gopalakrishnan arXiv_SD arXiv_SD  Quantization  RNN  Inference  Language_Model  QA  PDF
• 2022-06-15 Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks    Clemens JS Schaefer, Siddharth Joshi, Shan Li, Raul Blazquez arXiv_CV arXiv_CV  Quantization  Pose  CNN  Inference  PDF
• 2022-06-12 A Directed-Evolution Method for Sparsification and Compression of Neural Networks with Application to Object Identification and Segmentation and considerations of optimal quantization using small number of bits    Luiz M Franca-Neto arXiv_CV arXiv_CV  Segmentation  Quantization  PDF
• 2022-06-12 Preprocessing Enhanced Image Compression for Machine Vision    Guo Lu, Xingtong Ge, Tianxiong Zhong, Jing Geng, Qiang Hu arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Detection  Object_Detection  Image_Compression  PDF
• 2022-06-10 Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators    Indhumathi Kandaswamy, Saurabh Farkya, Zachary Daniels, Gooitzen van der Wal, Aswin Raghavan, Yuzheng Zhang, Jun Hu, Michael Lomnitz, Michael Isnardi, David Zhang, Michael Piacentino arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Classification  Few-Shot  Activity  PDF
• 2022-06-09 SDQ: Stochastic Differentiable Quantization with Mixed Precision    Xijie Huang, Zhiqiang Shen, Shichao Li, Zechun Liu, Xianghong Hu, Jeffry Wicaksana, Eric Xing, Kwang-Ting Cheng arXiv_AI arXiv_AI  NAS  Quantization  Reinforcement_Learning  Regularization  Knowledge  PDF
• 2022-06-08 Gradient Obfuscation Gives a False Sense of Security in Federated Learning    Kai Yue, Richeng Jin, Chau-Wai Wong, Dror Baron, Huaiyu Dai arXiv_AI arXiv_AI  Reconstruction  Quantization  Enhancement  Pose  Classification  Image_Classification  PDF
• 2022-06-08 Memory-Oriented Design-Space Exploration of Edge-AI Hardware for XR Applications    Vivek Parmar, Syed Shakib Sarwar, Ziyun Li, Hsien-Hsin S. Lee, Barbara De Salvo, Manan Suri arXiv_AI arXiv_AI  Segmentation  Quantization  Detection  Inference  PDF
• 2022-06-05 Variable-rate hierarchical CPC leads to acoustic unit discovery in speech    Santiago Cuervo, Adrian Łańcucki, Ricard Marxer, Paweł Rychlikowski, Jan Chorowski arXiv_AI arXiv_AI  Segmentation  Quantization  Recognition  Speech  Self-Supervised  Pose  Deep_Learning  Speech_Recognition  Prediction  PDF
• 2022-06-04 ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers    Zhewei Yao, Reza Yazdani Aminabadi, Minjia Zhang, Xiaoxia Wu, Conglong Li, Yuxiong He arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Knowledge  Attention  Inference  Language_Model  PDF
• 2022-06-04 Extreme Compression for Pre-trained Transformers Made Simple and Efficient    Xiaoxia Wu, Zhewei Yao, Minjia Zhang, Conglong Li, Yuxiong He arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Knowledge  Pose  PDF
• 2022-06-02 Long Scale Error Control in Low Light Image and Video Enhancement Using Equivariance    Sara Aghajanzadeh, David Forsyth arXiv_CV arXiv_CV  Reconstruction  Quantization  Enhancement  Restoration  Quantitative  PDF
• 2022-06-02 Resource Allocation for Compression-aided Federated Learning with High Distortion Rate    Xuan-Tung Nguyen, Minh-Duong Nguyen, Quoc-Viet Pham, Vinh-Quang Do, Won-Joo Hwang arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Relation  PDF
• 2022-05-31 One Loss for Quantization: Deep Hashing with Discrete Wasserstein Distributional Matching    Khoa D. Doan, Peng Yang, Ping Li arXiv_CV arXiv_CV  Quantization  Pose  Inference  Matching  PDF
• 2022-05-30 Re-parameterizing Your Optimizers rather than Architectures    Xiaohan Ding, Honghao Chen, Xiangyu Zhang, Kaiqi Huang, Jungong Han, Guiguang Ding arXiv_AI arXiv_AI  Quantization  Knowledge  Pose  Inference  PDF
• 2022-05-26 BppAttack: Stealthy and Efficient Trojan Attacks against Deep Neural Networks via Image Quantization and Contrastive Adversarial Learning    Zhenting Wang, Juan Zhai, Shiqing Ma arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Contrastive_Learning  PDF
• 2022-05-26 QUICK-FL: Quick Unbiased Compression for Federated Learning    Ran Ben Basat, Shay Vargaftik, Amit Portnoy, Gil Einziger, Yaniv Ben-Itzhak, Michael Mitzenmacher arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2022-05-26 Federated Split BERT for Heterogeneous Text Classification    Zhengyang Li, Shijing Si, Jianzong Wang, Jing Xiao arXiv_AI arXiv_AI  Quantization  Bert  Text_Classification  Pose  Classification  PDF
• 2022-05-26 FCN-Pose: A Pruned and Quantized CNN for Robot Pose Estimation for Constrained Devices    Marrone Silvério Melo Dantas, Iago Richard Rodrigues, Assis Tiago Oliveira Filho, Gibson Barbosa, Daniel Bezerra, Djamel F. H. Sadok, Judith Kelner, Maria Marquezini, Ricardo Silva arXiv_AI arXiv_AI  Quantization  Pose_Estimation  Pose  Deep_Learning  Inference  PDF
• 2022-05-25 A Low Memory Footprint Quantized Neural Network for Depth Completion of Very Sparse Time-of-Flight Depth Maps    Xiaowen Jiang, Valerio Cambareri, Gianluca Agresti, Cynthia Ifeyinwa Ugwu, Adriano Simonetto, Fabien Cardinaux, Pietro Zanuttigh arXiv_CV arXiv_CV  Quantization  3D  Sparse  Pose  CNN  PDF
• 2022-05-25 Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models    Clara Na, Sanket Vaibhav Mehta, Emma Strubell arXiv_AI arXiv_AI  Quantization  Bert  Optimization  Pose  Classification  PDF
• 2022-05-25 Sparse*BERT: Sparse Models are Robust    Daniel Campos, Alexandre Marques, Tuan Nguyen, Mark Kurtz, ChengXiang Zhai arXiv_AI arXiv_AI  Quantization  Bert  Sparse  Medical  Inference  Language_Model  PDF
• 2022-05-24 Wavelet Feature Maps Compression for Image-to-Image CNNs    Shahaf E. Finder, Yair Zohav, Maor Ashkenazi, Eran Treister arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Pose  Classification  Image_Compression  CNN  PDF
• 2022-05-23 Domain Adaptation for Memory-Efficient Dense Retrieval    Nandan Thakur, Nils Reimers, Jimmy Lin arXiv_AI arXiv_AI  Embedding  Quantization  Pose  PDF
• 2022-05-23 OPQ: Compressing Deep Neural Networks with One-shot Pruning-Quantization    Peng Hu, Xi Peng, Hongyuan Zhu, Mohamed M. Sabry Aly, Jie Lin arXiv_CV arXiv_CV  Quantization  Optimization  Knowledge  Pose  PDF
• 2022-05-23 Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding    Rishabh Bhardwaj, Amrita Saha, Steven C.H. Hoi arXiv_CL arXiv_CL  Quantization  Pose  Classification  Relation  Language_Model  QA  PDF
• 2022-05-18 Positional Information is All You Need: A Novel Pipeline for Self-Supervised SVDE from Videos    Juan Luis Gonzalez Bello, Jaeho Moon, Munchurl Kim arXiv_CV arXiv_CV  Quantization  3D  Self-Supervised  Pose  Attention  PDF
• 2022-05-17 Towards Robust Low Light Image Enhancement    Sara Aghajanzadeh, David Forsyth arXiv_CV arXiv_CV  Reconstruction  Quantization  Enhancement  Image_Enhancement  Quantitative  PDF
• 2022-05-16 Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml    Nicolò Ghielmetti, Vladimir Loncar, Maurizio Pierini, Marcel Roed, Sioni Summers, Thea Aarrestad, Christoffer Petersson, Hampus Linander, Jennifer Ngadiuba, Kelvin Lin, Philip Harris arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  CNN  Autonomous  PDF
• 2022-05-16 SQ-VAE: Variational Bayes on Discrete Representation with Self-annealed Stochastic Quantization    Yuhta Takida, Takashi Shibuya, WeiHsiang Liao, Chieh-Hsin Lai, Junki Ohmura, Toshimitsu Uesaka, Naoki Murata, Shusuke Takahashi, Toshiyuki Kumakura, Yuki Mitsufuji arXiv_CV arXiv_CV  Quantization  Speech  Pose  Action  PDF
• 2022-05-13 VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder    Yuchao Gu, Xintao Wang, Liangbin Xie, Chao Dong, Gen Li, Ying Shan, Ming-Ming Cheng arXiv_CV arXiv_CV  Quantization  Restoration  Pose  Face  PDF
• 2022-05-10 Reduce Information Loss in Transformers for Pluralistic Image Inpainting    Qiankun Liu, Zhentao Tan, Dongdong Chen, Qi Chu, Xiyang Dai, Yinpeng Chen, Mengchen Liu, Lu Yuan, Nenghai Yu arXiv_CV arXiv_CV  Transformer  Quantization  Inpainting  Pose  Prediction  PDF
• 2022-05-07 Block Modulating Video Compression: An Ultra Low Complexity Image Compression Encoder for Resource Limited Platforms    Yujia Xue, Siming Zheng, Waleed Tahir, Zhengjue Wang, Hao Zhang, Ziyi Meng, Lei Tian, Xin Yuan arXiv_CV arXiv_CV  Quantization  Pose  Image_Compression  CNN  PDF
• 2022-05-05 Communication-Efficient Adaptive Federated Learning    Yujia Wang, Lu Lin, Jinghui Chen arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Face  PDF
• 2022-04-30 ClusterQ: Semantic Feature Distribution Alignment for Data-Free Quantization    Yangcheng Gao, Zhao Zhang, Richang Hong, Haijun Zhang, Jicong Fan, Shuicheng Yan, Meng Wang arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2022-04-29 Deep Geometry Post-Processing for Decompressed Point Clouds    Xiaoqing Fan, Ge Li, Dingquan Li, Yurui Ren, Wei Gao, Thomas H. Li arXiv_CV arXiv_CV  Quantization  Point_Cloud  3D  Pose  CNN  PDF
• 2022-04-26 RAPQ: Rescuing Accuracy for Power-of-Two Low-bit Post-training Quantization    Hongyi Yao, Pu Li, Jian Cao, Xiangcheng Liu, Chenying Xie, Bingzhang Wang arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  QA  PDF
• 2022-04-25 Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications    Han Cai, Ji Lin, Yujun Lin, Zhijian Liu, Haotian Tang, Hanrui Wang, Ligeng Zhu, Song Han arXiv_CV arXiv_CV  NAS  Quantization  Recognition  Point_Cloud  Speech  Deep_Learning  Speech_Recognition  PDF
• 2022-04-23 Improving Self-Supervised Learning-based MOS Prediction Networks    Bálint Gyires-Tóth, Csaba Zainkó arXiv_AI arXiv_AI  Quantization  Transfer_Learning  RNN  Speech  Self-Supervised  Prediction  PDF
• 2022-04-22 A Tale of Two Models: Constructing Evasive Attacks on Edge Models    Wei Hao, Aahil Awatramani, Jiayang Hu, Chengzhi Mao, Pin-Chun Chen, Eyal Cidon, Asaf Cidon, Junfeng Yang arXiv_AI arXiv_AI  Quantization  Adversarial  Deep_Learning  PDF
• 2022-04-21 Arbitrary Bit-width Network: A Joint Layer-Wise Quantization and Adaptive Inference Approach    Chen Tang, Haoyu Zhai, Kai Ouyang, Zhi Wang, Yifei Zhu, Wenwu Zhu arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Classification  Inference  PDF
• 2022-04-15 Unconditional Image-Text Pair Generation with Multimodal Cross Quantizer    Hyungyung Lee, Sungjin Park, Edward Choi arXiv_CV arXiv_CV  Quantization  Pose  Attention  PDF
• 2022-04-14 Composite Code Sparse Autoencoders for first stage retrieval    Carlos Lassance, Thibault Formal, Stephane Clinchant arXiv_AI arXiv_AI  Quantization  Bert  Sparse  Image_Retrieval  Pose  PDF
• 2022-04-09 Channel Pruning In Quantization-aware Training: An Adaptive Projection-gradient Descent-shrinkage-splitting Method    Zhijian Li, Jack Xin arXiv_AI arXiv_AI  Quantization  Gradient_Descent  Sparse  Pose  QA  PDF
• 2022-04-08 Deep Learning-Based Intra Mode Derivation for Versatile Video Coding    Linwei Zhu, Yun Zhang, Na Li, Gangyi Jiang, Sam Kwong arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Classification  Deep_Learning  PDF
• 2022-04-08 Characterizing and Understanding the Behavior of Quantized Models for Reliable Deployment    Qiang Hu, Yuejun Guo, Maxime Cordy, Xiaofei Xie, Wei Ma, Mike Papadakis, Yves Le Traon arXiv_AI arXiv_AI  Image_Caption  Quantization  RNN  Adversarial  Pose  Attention  Language_Model  PDF
• 2022-04-08 Data-Free Quantization with Accurate Activation Clipping and Adaptive Batch Normalization    Yefei He, Luoming Zhang, Weijia Wu, Hong Zhou arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2022-04-05 Bimodal Distributed Binarized Neural Networks    Tal Rozen, Moshe Kimhi, Brian Chmiel, Avi Mendelson, Chaim Baskin arXiv_CV arXiv_CV  Quantization  Regularization  Pose  PDF
• 2022-04-04 Soft Threshold Ternary Networks    Weixiang Xu, Xiangyu He, Tianli Zhao, Qinghao Hu, Peisong Wang, Jian Cheng arXiv_CV arXiv_CV  Quantization  Inference  PDF
• 2022-04-03 On incorporating social speaker characteristics in synthetic speech    Sai Sirisha Rallabandi, Sebastian Möller arXiv_SD arXiv_SD  Quantization  Speech  PDF
• 2022-04-01 Adaptive hybrid speech coding with a MLP LPC structure    Marcos Faundez-Zanuy arXiv_SD arXiv_SD  Quantization  Speech  Attention  PDF
• 2022-04-01 Distill-VQ: Learning Retrieval Oriented Vector Quantization By Distilling Knowledge from Dense Embeddings    Shitao Xiao, Zheng Liu, Weihao Han, Jianjin Zhang, Defu Lian, Yeyun Gong, Qi Chen, Fan Yang, Hao Sun, Yingxia Shao, Denvy Deng, Qi Zhang, Xing Xie arXiv_AI arXiv_AI  Reconstruction  Embedding  Quantization  Knowledge  Pose  Contrastive_Learning  PDF
• 2022-03-31 Scaling Language Model Size in Cross-Device Federated Learning    Jae Hun Ro, Theresa Breiner, Lara McConnaughey, Mingqing Chen, Ananda Theertha Suresh, Shankar Kumar, Rajiv Mathews arXiv_CL arXiv_CL  Transformer  Quantization  Transfer_Learning  RNN  Language_Model  PDF
• 2022-03-31 It's All In the Teacher: Zero-Shot Quantization Brought Closer to the Teacher    Kanghyun Choi, Hye Yoon Lee, Deokki Hong, Joonsang Yu, Noseong Park, Youngsok Kim, Jinho Lee arXiv_CV arXiv_CV  Quantization  Zero-Shot  Knowledge  Pose  Face  PDF
• 2022-03-31 A comparative study between linear and nonlinear speech prediction    Marcos Faundez-Zanuy, Enric Monte, Francesc Vallverdú arXiv_SD arXiv_SD  Quantization  Speech  Prediction  PDF
• 2022-03-31 Ternary and Binary Quantization for Improved Classification    Weizhi Lu, Mingrui Chen, Kai Guo, Weiyu Li arXiv_CV arXiv_CV  Quantization  Sparse  Classification  PDF
• 2022-03-29 Autoregressive Co-Training for Learning Discrete Speech Representations    Sung-Lin Yeh, Hao Tang arXiv_CL arXiv_CL  Quantization  Bert  Speech  Self-Supervised  Pose  PDF
• 2022-03-29 Eventor: An Efficient Event-Based Monocular Multi-View Stereo Accelerator on FPGA Platform    Mingjun Li, Jianlei Yang, Yingjie Qi, Meng Dong, Yuhao Yang, Runze Liu, Weitao Pan, Bei Yu, Weisheng Zhao arXiv_CV arXiv_CV  Quantization  3D  Pose  SLAM  PDF
• 2022-03-28 New pyramidal hybrid textural and deep features based automatic skin cancer classification model: Ensemble DarkNet and textural feature extractor    Mehmet Baygin, Turker Tuncer, Sengul Dogan arXiv_CV arXiv_CV  Quantization  Classification  Detection  PDF
• 2022-03-28 REx: Data-Free Residual Quantization Error Expansion    Edouard Yvinec, Arnaud Dapgony, Matthieu Cord, Kevin Bailly arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Sparse  Pose  Classification  Detection  Object_Detection  Inference  PDF
• 2022-03-28 SPIQ: Data-Free Per-Channel Static Input Quantization    Edouard Yvinec, Arnaud Dapogny, Matthieu Cord, Kevin Bailly arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Pose  Classification  Detection  Object_Detection  Attention  Inference  PDF
• 2022-03-25 Efficient-VDVAE: Less is more    Louay Hazami, Rayhane Mama, Ragavan Thurairatnam arXiv_CV arXiv_CV  Quantization  PDF
• 2022-03-25 LAMBDA: Covering the Solution Set of Black-Box Inequality by Search Space Quantization    Lihao Liu, Tianyue Feng, Xingyu Xing, Junyi Chen arXiv_RO arXiv_RO  Quantization  Optimization  Pose  Action  Autonomous  PDF
• 2022-03-25 Pseudo-Label Transfer From Frame-Level To Note-Level In A Teacher-Student Framework for Singing Transcription From Polyphonic Music    Sangeun Kum, Jongpil Lee, Keunhyoung Luke Kim, Taehyoung Kim, Juhan Nam arXiv_SD arXiv_SD  Quantization  Pose  PDF
• 2022-03-23 A combination between VQ and covariance matrices for speaker recognition    Marcos Faundez-Zanuy arXiv_SD arXiv_SD  Quantization  Recognition  PDF
• 2022-03-23 Fast on-line signature recognition based on VQ with time modeling    Juan-Manuel Pascual-Gaspar, Marcos Faundez-Zanuy, Carlos Vivaracho arXiv_CV arXiv_CV  Quantization  Recognition  Pose  PDF
• 2022-03-22 FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point Representation    Ahmad Shawahna, Sadiq M. Sait, Aiman El-Maleh, Irfan Ahmad arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Inference  Prediction  PDF
• 2022-03-22 Nonlinear prediction with neural nets in ADPCM    Marcos Faundez-Zanuy, Francesc Vallverdu, Enric Monte arXiv_SD arXiv_SD  Quantization  Speech  Attention  Prediction  PDF
• 2022-03-21 DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization    Zheng Li, Zijian Wang, Ming Tan, Ramesh Nallapati, Parminder Bhatia, Andrew Arnold, Bing Xiang, Dan Roth arXiv_CL arXiv_CL  Quantization  Knowledge  Pose  Summarization  QA  PDF
• 2022-03-21 Unified Multivariate Gaussian Mixture for Efficient Neural Image Compression    Xiaosu Zhu, Jingkuan Song, Lianli Gao, Feng Zheng, Heng Tao Shen arXiv_CV arXiv_CV  Quantization  Pose  Relation  Image_Compression  PDF
• 2022-03-21 Compression of Generative Pre-trained Language Models via Quantization    Chaofan Tao, Lu Hou, Wei Zhang, Lifeng Shang, Xin Jiang, Qun Liu, Ping Luo, Ngai Wong arXiv_CV arXiv_CV  Embedding  Quantization  Bert  Pose  Language_Model  PDF
• 2022-03-18 Image Storage on Synthetic DNA Using Autoencoders    Xavier Pic, Marc Antonini arXiv_AI arXiv_AI  Quantization  Image_Compression  CNN  PDF
• 2022-03-17 Neural Compression-Based Feature Learning for Video Restoration    Cong Huang, Jiahao Li, Bin Li, Dong Liu, Yan Lu arXiv_CV arXiv_CV  Quantization  Restoration  Pose  Denoising  PDF
• 2022-03-16 Mixed-Precision Neural Network Quantization via Learned Layer-wise Importance    Chen Tang, Kai Ouyang, Zhi Wang, Yifei Zhu, Yaowei Wang, Wen Ji, Wenwu Zhu arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2022-03-15 Learning Spatio-Temporal Downsampling for Effective Video Upscaling    Xiaoyu Xiang, Yapeng Tian, Vijay Rengarajan, Lucas Young, Bo Zhu, Rakesh Ranjan arXiv_AI arXiv_AI  Reconstruction  Quantization  Pose  PDF
• 2022-03-15 Implicit Feature Decoupling with Depthwise Quantization    Iordanis Fostiropoulos, Barry Boehm arXiv_AI arXiv_AI  Quantization  Pose  Relation  PDF
• 2022-03-15 Privacy-Preserving Speech Representation Learning using Vector Quantization    Pierre Champion (MULTISPEECH), Denis Jouvet (MULTISPEECH), Anthony Larcher (LIUM) arXiv_CL arXiv_CL  Quantization  Recognition  Represenation_Learning  Speech  Pose  Speech_Recognition  PDF
• 2022-03-14 The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models    Eldar Kurtic, Daniel Campos, Tuan Nguyen, Elias Frantar, Mark Kurtz, Benjamin Fineran, Michael Goin, Dan Alistarh arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Inference  Language_Model  PDF
• 2022-03-12 A Mixed Quantization Network for Computationally Efficient Mobile Inverse Tone Mapping    Juan Borrego-Carazo, Mete Ozay, Frederik Laboyrie, Paul Wisbey arXiv_CV arXiv_CV  Quantization  Pose  Attention  PDF
• 2022-03-11 Video Coding for Machines with Feature-Based Rate-Distortion Optimization    Kristian Fischer, Fabian Brand, Christian Herglotz, André Kaup arXiv_CV arXiv_CV  Segmentation  Quantization  Optimization  Pose  PDF
• 2022-03-11 QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization    Xiuying Wei, Ruihao Gong, Yuhang Li, Xianglong Liu, Fengwei Yu arXiv_CV arXiv_CV  Reconstruction  Quantization  Text_Classification  Pose  Classification  Detection  Object_Detection  Attention  Image_Classification  PDF
• 2022-03-09 Givens Coordinate Descent Methods for Rotation Matrix Learning in Trainable Embedding Indexes    Yunjiang Jiang, Han Zhang, Yiming Qiu, Yun Xiao, Bo Long, Wen-Yun Yang arXiv_AI arXiv_AI  Embedding  Quantization  Pose  PDF
• 2022-03-09 Neural Network Training on In-memory-computing Hardware with Radix-4 Gradients    Christopher Grimm, Naveen Verma arXiv_CV arXiv_CV  Quantization  Deep_Learning  PDF
• 2022-03-08 Practical cognitive speech compression    Reza Lotfidereshgi, Philippe Gournay arXiv_SD arXiv_SD  Unsupervised  Quantization  Speech  Pose  GAN  PDF
• 2022-03-08 Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution Networks    Yunshan Zhong, Mingbao Lin, Xunchao Li, Ke Li, Yunhang Shen, Fei Chao, Yongjian Wu, Rongrong Ji arXiv_CV arXiv_CV  Quantization  Super_Resolution  Pose  Attention  PDF
• 2022-03-07 ZippyPoint: Fast Interest Point Detection, Description, and Matching through Mixed Precision Discretization    Simon Maurer, Menelaos Kanakis, Matteo Spallanzani, Ajad Chhatkuli, Luc Van Gool arXiv_RO arXiv_RO  Quantization  Pose  Detection  Attention  Matching  PDF
• 2022-03-07 Non-linear predictive vector quantization of speech    Marcos Faundez-Zanuy arXiv_SD arXiv_SD  Quantization  Speech  Pose  Relation  PDF
• 2022-03-04 Improving the Energy Efficiency and Robustness of tinyML Computer Vision using Log-Gradient Input Images    Qianyun Lu, Boris Murmann arXiv_CV arXiv_CV  NAS  Quantization  CNN  PDF
• 2022-03-04 Patch Similarity Aware Data-Free Quantization for Vision Transformers    Zhikai Li, Liping Ma, Mengjuan Chen, Junrui Xiao, Qingyi Gu arXiv_CV arXiv_CV  Transformer  Quantization  Regularization  Pose  Attention  CNN  PDF
• 2022-03-04 On the relevance of language in speaker recognition    Antonio Satue-Villar, Marcos Faundez-Zanuy arXiv_SD arXiv_SD  Quantization  Recognition  PDF
• 2022-03-04 Transformations in Learned Image Compression from a Communication Perspective    Youneng Bao, Fangyang Meng, Wen Tan, Chao Li, Yonghong Tian, Yongsheng Liang arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Image_Compression  PDF
• 2022-03-03 Region-of-Interest Based Neural Video Compression    Yura Perugachi-Diaz, Guillaume Sautière, Davide Abati, Yang Yang, Amirhossein Habibian, Taco S Cohen arXiv_CV arXiv_CV  Quantization  Salient  Knowledge  Pose  Inference  PDF
• 2022-03-03 Autoregressive Image Generation using Residual Quantization    Doyup Lee, Chiheon Kim, Saehoon Kim, Minsu Cho, Wook-Shin Han arXiv_CV arXiv_CV  Transformer  Quantization  Pose  Action  PDF
• 2022-03-03 ARM 4-BIT PQ: SIMD-based Acceleration for Approximate Nearest Neighbor Search on ARM    Yusuke Matsui, Yoshiki Imaizumi, Naoya Miyamoto, Naoki Yoshifuji arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2022-03-02 Engineering the Neural Automatic Passenger Counter    Nico Jahn, Michael Siebert arXiv_AI arXiv_AI  Quantization  Deep_Learning  Detection  PDF
• 2022-03-01 Comprehensive Analysis of the Object Detection Pipeline on UAVs    Leon Amadeus Varga, Sebastian Koch, Andreas Zell arXiv_RO arXiv_RO  Quantization  Optimization  Detection  Object_Detection  Recommendation  PDF
• 2022-02-28 LISA: Learning Interpretable Skill Abstractions from Language    Divyansh Garg, Skanda Vaidyanath, Kuno Kim, Jiaming Song, Stefano Ermon arXiv_AI arXiv_AI  Quantization  Pose  Action  PDF
• 2022-02-25 ANTLER: Bayesian Nonlinear Tensor Learning and Modeler for Unstructured, Varying-Size Point Cloud Data    Michael Biehler, Hao Yan, Jianjun Shi arXiv_CV arXiv_CV  Quantization  Point_Cloud  3D  Pose  Action  Detection  Relation  PDF
• 2022-02-24 Standard Deviation-Based Quantization for Deep Neural Networks    Amir Ardakani, Arash Ardakani, Brett Meyer, James J. Clark, Warren J. Gross arXiv_AI arXiv_AI  Quantization  Knowledge  Pose  Inference  PDF
• 2022-02-24 Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph    Dacheng Yin, Xuanchi Ren, Chong Luo, Yuwang Wang, Zhiwei Xiong, Wenjun Zeng arXiv_AI arXiv_AI  Unsupervised  Quantization  Style_Transfer  Zero-Shot  Speech  Pose  Attention  PDF
• 2022-02-24 The effect of fatigue on the performance of online writer recognition    Enric Sesa-Nogueras, Marcos Faundez-Zanuy, Manuel-Vicente Garnacho-Castaño arXiv_CV arXiv_CV  Quantization  Handwriting  Recognition  PDF
• 2022-02-24 A comparative study of several parameterizations for speaker recognition    Marcos Faundez-Zanuy arXiv_SD arXiv_SD  Quantization  Recognition  PDF
• 2022-02-21 Energy-Efficient Respiratory Anomaly Detection in Premature Newborn Infants    Ankita Paul, Md. Abu Saleh Tajin, Anup Das, William M. Mongan, Kapil R. Dandekar arXiv_AI arXiv_AI  Quantization  Pose  Classification  Deep_Learning  Detection  Medical  CNN  Inference  PDF
• 2022-02-21 AVQVC: One-shot Voice Conversion by Vector Quantization with applying contrastive learning    Huaizhen Tang, Xulong Zhang, Jianzong Wang, Ning Cheng, Jing Xiao arXiv_SD arXiv_SD  Quantization  Speech  Pose  Contrastive_Learning  PDF
• 2022-02-18 VCVTS: Multi-speaker Video-to-Speech synthesis via cross-modal knowledge transfer from voice conversion    Disong Wang, Shan Yang, Dan Su, Xunying Liu, Dong Yu, Helen Meng arXiv_CV arXiv_CV  Quantization  Knowledge  Speech  Pose  Attention  PDF
• 2022-02-18 LG-LSQ: Learned Gradient Linear Symmetric Quantization    Shih-Ting Lin, Zhaofang Li, Yu-Hsiang Cheng, Hao-Wen Kuo, Chih-Cheng Lu, Kea-Tiong Tang arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2022-02-16 Anomalib: A Deep Learning Library for Anomaly Detection    Samet Akcay, Dick Ameln, Ashwin Vaidya, Barath Lakshmanan, Nilesh Ahuja, Utku Genc arXiv_CV arXiv_CV  Unsupervised  Quantization  Optimization  Deep_Learning  Detection  PDF
• 2022-02-15 Efficient Cross-Modal Retrieval via Deep Binary Hashing and Quantization    Yang Shi, Young-joo Chung arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  PDF
• 2022-02-15 Post-Training Quantization for Cross-Platform Learned Image Compression    Dailan He, Ziming Yang, Yuan Chen, Qi Zhang, Hongwei Qin, Yan Wang arXiv_CV arXiv_CV  Quantization  Pose  Image_Compression  Inference  Prediction  PDF
• 2022-02-15 Explaining Reject Options of Learning Vector Quantization Classifiers    André Artelt, Johannes Brinkrolf, Roel Visser, Barbara Hammer arXiv_AI arXiv_AI  Quantization  Pose  Prediction  PDF
• 2022-02-14 MuZero with Self-competition for Rate Control in VP9 Video Compression    Amol Mandhane, Anton Zhernov, Maribeth Rauh, Chenjie Gu, Miaosen Wang, Flora Xue, Wendy Shang, Derek Pang, Rene Claus, Ching-Han Chiang, Cheng Chen, Jingning Han, Angie Chen, Daniel J. Mankowitz, Jackson Broshear, Julian Schrittwieser, Thomas Hubert, Oriol Vinyals, Timothy Mann arXiv_CV arXiv_CV  Quantization  Pose  Action  PDF
• 2022-02-14 Vau da muntanialas: Energy-efficient multi-die scalable acceleration of RNN inference    Gianna Paulin, Francesco Conti, Lukas Cavigelli, Luca Benini arXiv_AI arXiv_AI  Quantization  Recognition  RNN  Knowledge  Speech  Speech_Recognition  Inference  PDF
• 2022-02-14 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation    Cong Guo, Yuxian Qiu, Jingwen Leng, Xiaotian Gao, Chen Zhang, Yunxin Liu, Fan Yang, Yuhao Zhu, Minyi Guo arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Inference  PDF
• 2022-02-10 F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization    Qing Jin, Jian Ren, Richard Zhuang, Sumant Hanumante, Zhengang Li, Zhiyu Chen, Yanzhi Wang, Kaiyuan Yang, Sergey Tulyakov arXiv_AI arXiv_AI  Quantization  Pose  Inference  PDF
• 2022-02-09 TinyM$^2$Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devices    Hasib-Al Rashid, Pretom Roy Ovi, Aryya Gangopadhyay, Tinoosh Mohsenin arXiv_SD arXiv_SD  NAS  Quantization  Optimization  Classification  Detection  Object_Detection  Attention  PDF
• 2022-02-08 Binary Neural Networks as a general-propose compute paradigm for on-device computer vision    Guhong Nie (1), Lirui Xiao (1), Menglong Zhu (1), Dongliang Chu (1), Yue Shen (1), Peng Li (1), Kang Yang (1), Li Du (2), Bo Chen (1) ((1) DJI Innovations Inc, (2) School of Electronic Science and Engineering, Nanjing University) arXiv_CV arXiv_CV  Segmentation  Quantization  Super_Resolution  Pose  Classification  Detection  Inference  Matching  PDF
• 2022-02-07 Hybrid Contrastive Quantization for Efficient Cross-View Video Retrieval    Jinpeng Wang, Bin Chen, Dongliang Liao, Ziyun Zeng, Gongfu Li, Shu-Tao Xia, Jin Xu arXiv_CV arXiv_CV  Transformer  Embedding  Quantization  Represenation_Learning  Pose  Contrastive_Learning  Attention  Video_Retrieval  PDF
• 2022-02-07 Personalized Public Policy Analysis in Social Sciences using Causal-Graphical Normalizing Flows    Sourabh Balgi, Jose M. Pena, Adel Daoud arXiv_AI arXiv_AI  Quantization  Pose  Inference  PDF
• 2022-02-06 Energy awareness in low precision neural networks    Nurit Spingarn Eliezer, Ron Banner, Elad Hoffer, Hilla Ben-Yaakov, Tomer Michaeli arXiv_CV arXiv_CV  Quantization  PDF
• 2022-02-04 The Ecological Footprint of Neural Machine Translation Systems    Dimitar Sherionov, Eva Vanmassenhove arXiv_CL arXiv_CL  Transformer  Quantization  RNN  NMT  Deep_Learning  Inference  PDF
• 2022-02-04 Robust Vector Quantized-Variational Autoencoder    Chieh-Hsin Lai, Dongmian Zou, Gilad Lerman arXiv_AI arXiv_AI  Reconstruction  Quantization  Pose  PDF
• 2022-02-02 Adaptive Discrete Communication Bottlenecks with Dynamic Vector Quantization    Dianbo Liu, Alex Lamb, Xu Ji, Pascal Notsawo, Mike Mozer, Yoshua Bengio, Kenji Kawaguchi arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  Pose  Deep_Learning  PDF
• 2022-02-02 Does Video Compression Impact Tracking Accuracy?    Takehiro Tanaka, Alon Harell, Ivan V. Bajić arXiv_CV arXiv_CV  Tracking  Quantization  Object_Tracking  Quantitative  Relation  PDF
• 2022-02-01 Few-Bit Backward: Quantized Gradients of Activation Functions for Memory Footprint Reduction    Georgii Novikov, Daniel Bershatsky, Julia Gusak, Alex Shonenkov, Denis Dimitrov, Ivan Oseledets arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2022-01-28 Bioinspired Cortex-based Fast Codebook Generation    Meric Yucel, Serdar Bagis, Ahmet Sertbas, Mehmet Sarikaya, Burak Berk Ustundag arXiv_AI arXiv_AI  Quantization  Optimization  Action  Classification  Detection  PDF
• 2022-01-27 Neural JPEG: End-to-End Image Compression Leveraging a Standard JPEG Encoder-Decoder    Ankur Mali, Alexander Ororbia, Daniel Kifer, Lee Giles arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Image_Compression  PDF
• 2022-01-26 Post-training Quantization for Neural Networks with Provable Guarantees    Jinjie Zhang, Yixuan Zhou, Rayan Saab arXiv_AI arXiv_AI  Quantization  CNN  PDF
• 2022-01-25 Resource-efficient Deep Neural Networks for Automotive Radar Interference Mitigation    Johanna Rock, Wolfgang Roth, Mate Toth, Paul Meissner, Franz Pernkopf arXiv_CV arXiv_CV  Quantization  Denoising  CNN  Autonomous  Inference  PDF
• 2022-01-24 Spectral-PQ: A Novel Spectral Sensitivity-Orientated Perceptual Compression Technique for RGB 4:4:4 Video Data    Lee Prangnell, Victor Sanchez arXiv_CV arXiv_CV  Quantization  Pose  Relation  Prediction  PDF
• 2022-01-22 DCNGAN: A Deformable Convolutional-Based GAN with QP Adaptation for Perceptual Quality Enhancement of Compressed Video    Saiping Zhang, Luis Herranz, Marta Mrak, Marc Gorriz Blanch, Shuai Wan, Fuzheng Yang arXiv_CV arXiv_CV  Quantization  Enhancement  Adversarial  Pose  GAN  CNN  Optical_Flow  PDF
• 2022-01-20 Neural Network Quantization with AI Model Efficiency Toolkit    Sangeetha Siddegowda, Marios Fournarakis, Markus Nagel, Tijmen Blankevoort, Chirag Patel, Abhijit Khobare arXiv_AI arXiv_AI  Quantization  Optimization  Inference  QA  PDF
• 2022-01-20 What can we learn from misclassified ImageNet images?    Shixian Wen, Amanda Sofie Rios, Kiran Lekkala, Laurent Itti arXiv_CV arXiv_CV  Quantization  Pose  Classification  Inference  PDF
• 2022-01-20 HEAM: High-Efficiency Approximate Multiplier Optimization for Deep Neural Networks    Su Zheng, Zhen Li, Yao Lu, Jingbo Gao, Jide Zhang, Lingli Wang arXiv_AI arXiv_AI  Quantization  Optimization  Pose  PDF
• 2022-01-19 Q-ViT: Fully Differentiable Quantization for Vision Transformer    Zhexin Li, Tong Yang, Peisong Wang, Jian Cheng arXiv_CV arXiv_CV  Transformer  Quantization  Pose  Attention  PDF
• 2022-01-19 FAT: An In-Memory Accelerator with Fast Addition for Ternary Weight Neural Networks    Shien Zhu, Luan H.K. Duong, Hui Chen, Di Liu, Weichen Liu arXiv_AI arXiv_AI  Quantization  Sparse  Pose  CNN  PDF
• 2022-01-18 Design Space Exploration of Dense and Sparse Mapping Schemes for RRAM Architectures    Corey Lammie, Jason K. Eshraghian, Chenqi Li, Amirali Amirsoleimani, Roman Genov, Wei D. Lu, Mostafa Rahimi Azghadi arXiv_AI arXiv_AI  Quantization  Sparse  Deep_Learning  PDF
• 2022-01-17 Closed-Loop ACAS Xu NNCS is Unsafe: Quantized State Backreachability for Verification    Stanley Bak, Hoang-Dung Tran arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2022-01-17 VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer    Mengshu Sun, Haoyu Ma, Guoliang Kang, Yifan Jiang, Tianlong Chen, Xiaolong Ma, Zhangyang Wang, Yanzhi Wang arXiv_CV arXiv_CV  Transformer  Quantization  Knowledge  Pose  Attention  Inference  PDF
• 2022-01-17 Improving Performance of Semantic Segmentation CycleGANs by Noise Injection into the Latent Segmentation Space    Jonas Löhdefink, Tim Fingscheidt arXiv_CV arXiv_CV  Reconstruction  Segmentation  Quantization  Semantic_Segmentation  Recognition  Pose  GAN  PDF
• 2022-01-17 UWC: Unit-wise Calibration Towards Rapid Network Compression    Chen Lin, Zheyang Li, Bo Peng, Haoji Hu, Wenming Tan, Ye Ren, Shiliang Pu arXiv_CV arXiv_CV  Reconstruction  Quantization  Action  CNN  PDF
• 2022-01-17 Efficient DNN Training with Knowledge-Guided Layer Freezing    Yiding Wang, Decang Sun, Kai Chen, Fan Lai, Mosharaf Chowdhury arXiv_AI arXiv_AI  Quantization  Knowledge  Language_Model  PDF
• 2022-01-14 ViT2Hash: Unsupervised Information-Preserving Hashing    Qinkang Gong, Liangdao Wang, Hanjiang Lai, Yan Pan, Jian Yin arXiv_CV arXiv_CV  Unsupervised  Quantization  Pose  PDF
• 2022-01-14 Progressively Optimized Bi-Granular Document Representation for Scalable Embedding Based Retrieval    Shitao Xiao, Zheng Liu, Weihao Han, Jianjin Zhang, Chaozhuo Li, Yingxia Shao, Defu Lian, Xing Xie, Hao Sun, Denvy Deng, Liangjie Zhang, Qi Zhang arXiv_CL arXiv_CL  Embedding  Quantization  Optimization  Sparse  Deep_Learning  PDF
• 2022-01-10 A Planck Radiation and Quantization Scheme for Human Cognition and Language    Diederik Aerts, Lester Beltran arXiv_CL arXiv_CL  Quantization  PDF
• 2022-01-09 An Adaptive Device-Edge Co-Inference Framework Based on Soft Actor-Critic    Tao Niu, Yinglei Teng, Zhu Han, Panpan Zou arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  Pose  Action  Inference  PDF
• 2022-01-08 PocketNN: Integer-only Training and Inference of Neural Networks via Direct Feedback Alignment and Pocket Activations in Pure C++    Jaewoo Song, Fangzhen Lin arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  Inference  PDF
• 2022-01-07 Video Coding for Machines: Partial transmission of SIFT features    Sławomir Maćkowiak, Marek Domański, Sławomir Różek, Dominik Cywiński, Jakub Szkiełda arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2022-01-05 Detection of extragalactic Ultra-Compact Dwarfs and Globular Clusters using Explainable AI techniques    Mohammad Mohammadi, Jarvin Mutatiina, Teymoor Saifollahi, Kerstin Bune arXiv_AI arXiv_AI  Quantization  Classification  Detection  PDF
• 2022-01-04 A Robust Visual Sampling Model Inspired by Receptive Field    Liwen Hu, Lei Ma, Dawei Weng, Tiejun Huang arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2022-01-02 IQDUBBING: Prosody modeling based on discrete self-supervised speech representation for expressive voice conversion    Wendong Gan, Bolong Wen, Ying Yan, Haitao Chen, Zhichao Wang, Hongqiang Du, Lei Xie, Kaixuan Guo, Hai Li arXiv_SD arXiv_SD  Quantization  Speech  Self-Supervised  Pose  PDF
• 2021-12-31 Croesus: Multi-Stage Processing and Transactions for Video-Analytics in Edge-Cloud Systems    Samaa Gazzaz, Vishal Chakraborty, Faisal Nawab arXiv_CV arXiv_CV  Quantization  Pose  Action  Detection  Object_Detection  PDF
• 2021-12-31 ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language Generation    Han Zhang, Weichong Yin, Yewei Fang, Lanxin Li, Boqiang Duan, Zhihua Wu, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang arXiv_CV arXiv_CV  Image_Caption  Transformer  Quantization  Pose  Text_Generation  Caption  PDF
• 2021-12-30 Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks    Runpei Dong, Zhanhong Tan, Mengdi Wu, Linfeng Zhang, Kaisheng Ma arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Classification  Detection  Object_Detection  Image_Classification  Inference  PDF
• 2021-12-30 Automatic Mixed-Precision Quantization Search of BERT    Changsheng Zhao, Ting Hua, Yilin Shen, Qian Lou, Hongxia Jin arXiv_AI arXiv_AI  NAS  Quantization  Bert  Knowledge  Pose  Language_Model  PDF
• 2021-12-29 End-to-End Autoencoder Communications with Optimized Interference Suppression    Kemal Davaslioglu, Tugba Erpek, Yalin E. Sagduyu arXiv_AI arXiv_AI  Quantization  Adversarial  GAN  PDF
• 2021-12-28 Speedup deep learning models on GPU by taking advantage of efficient unstructured pruning and bit-width reduction    Marcin Pietroń, Dominik Żurek arXiv_AI arXiv_AI  Quantization  Sparse  Deep_Learning  CNN  PDF
• 2021-12-28 HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation    Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen arXiv_AI arXiv_AI  Quantization  Pose  CNN  PDF
• 2021-12-26 Learning Cross-Scale Prediction for Efficient Neural Video Compression    Zongyu Guo, Runsen Feng, Zhizheng Zhang, Xin Jin, Zhibo Chen arXiv_CV arXiv_CV  Quantization  Pose  Optical_Flow  Inference  Prediction  PDF
• 2021-12-24 Stochastic Learning Equation using Monotone Increasing Resolution of Quantization    Jinwuk Seok, Jeong-Si Kim arXiv_AI arXiv_AI  Quantization  Optimization  Pose  PDF
• 2021-12-24 BMPQ: Bit-Gradient Sensitivity Driven Mixed-Precision Quantization of DNNs from Scratch    Souvik Kundu, Shikai Wang, Qirui Sun, Peter A. Beerel, Massoud Pedram arXiv_CV arXiv_CV  Quantization  Optimization  Classification  PDF
• 2021-12-23 Distilling the Knowledge of Romanian BERTs Using Multiple Teachers    Andrei-Marius Avram, Darius Catrina, Dumitru-Clementin Cercel, Mihai Dascălu, Traian Rebedea, Vasile Păiş, Dan Tufiş arXiv_CL arXiv_CL  Quantization  Transfer_Learning  Recognition  Bert  Knowledge  Speech  Pose  Sentiment  Language_Model  Prediction  PDF
• 2021-12-21 Implicit Neural Video Compression    Yunfan Zhang, Ties van Rozendaal, Johann Brehmer, Markus Nagel, Taco Cohen arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2021-12-17 Nearest neighbor search with compact codes: A decoder perspective    Kenza Amara, Matthijs Douze, Alexandre Sablayrolles, Hervé Jégou arXiv_CV arXiv_CV  Reconstruction  Quantization  Sketch  PDF
• 2021-12-17 End-to-End Rate-Distortion Optimized Learned Hierarchical Bi-Directional Video Compression    M.Akın Yılmaz, A.Murat Tekalp arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Prediction  PDF
• 2021-12-16 Self-Distilled Hashing for Deep Image Retrieval    Young Kyun Jang, Geonmo Gu, Byungsoo Ko, Nam Ik Cho arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Knowledge  Pose  PDF
• 2021-12-15 N3H-Core: Neuron-designed Neural Network Accelerator via FPGA-based Heterogeneous Computing Cores    Yu Gong, Zhihan Xu, Zhezhi He, Weifeng Zhang, Xiaobing Tu, Xiaoyao Liang, Li Jiang arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  Optimization  Pose  Inference  PDF
• 2021-12-14 Boosted Dense Retriever    Patrick Lewis, Barlas Oğuz, Wenhan Xiong, Fabio Petroni, Wen-tau Yih, Sebastian Riedel arXiv_CL arXiv_CL  Quantization  Pose  PDF
• 2021-12-14 Modeling Image Quantization Tradeoffs for Optimal Compression    Johnathan Chiu arXiv_CV arXiv_CV  Unsupervised  Quantization  Optimization  Pose  Deep_Learning  CNN  PDF
• 2021-12-13 On the Compression of Natural Language Models    Saeed Damadi arXiv_CL arXiv_CL  Quantization  Sparse  Knowledge  Review  Language_Model  PDF
• 2021-12-09 Illumination and Temperature-Aware Multispectral Networks for Edge-Computing-Enabled Pedestrian Detection    Yifan Zhuang, Ziyuan Pu, Jia Hu, Yinhai Wang arXiv_CV arXiv_CV  Quantization  Pose  Detection  Object_Detection  Inference  PDF
• 2021-12-08 Implicit Neural Representations for Image Compression    Yannick Strümpler, Janis Postels, Ren Yang, Luc van Gool, Federico Tombari arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  Attention  Image_Compression  PDF
• 2021-12-08 Efficient Batch Homomorphic Encryption for Vertically Federated XGBoost    Wuxing Xu, Hao Fan, Kaixin Li, Kai Yang arXiv_AI arXiv_AI  Quantization  Pose  Attention  PDF
• 2021-12-06 A comparison study of CNN denoisers on PRNU extraction    Hui Zeng, Morteza Darvish Morshedi Hosseini, Kang Deng, Anjie Peng, Miroslav Goljan arXiv_CV arXiv_CV  Quantization  Pose  Action  Relation  Denoising  CNN  PDF
• 2021-12-06 A Generalized Zero-Shot Quantization of Deep Convolutional Neural Networks via Learned Weights Statistics    Prasen Kumar Sharma, Arun Abraham, Vikram Nelvoy Rajendiran arXiv_CV arXiv_CV  Quantization  Zero-Shot  Knowledge  Pose  Classification  CNN  Inference  PDF
• 2021-12-04 HHF: Hashing-guided Hinge Function for Deep Hashing Retrieval    Chengyin Xu, Zhengzhuo Xu, Zenghao Chai, Hongjia Li, Qiruyi Zuo, Lingyu Yang, Chun Yuan arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Regularization  Pose  PDF
• 2021-12-02 Equal Bits: Enforcing Equally Distributed Binary Network Weights    Yunqiang Li, Silvia L. Pintea, Jan C. van Gemert arXiv_CV arXiv_CV  Quantization  Optimization  PDF
• 2021-12-01 Attribute Artifacts Removal for Geometry-based Point Cloud Compression    Xihua Sheng, Li Li, Dong Liu, Zhiwei Xiong arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Point_Cloud  Knowledge  Pose  Relation  Attention  PDF
• 2021-11-30 A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank    Moonjung Eo, Suhyun Kang, Wonjong Rhee arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  PDF
• 2021-11-30 Communication-Efficient Federated Learning via Quantized Compressed Sensing    Yongjeong Oh, Namyoon Lee, Yo-Seb Jeon, H. Vincent Poor arXiv_AI arXiv_AI  Reconstruction  Quantization  GAN  PDF
• 2021-11-29 Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation    Zechun Liu, Kwang-Ting Cheng, Dong Huang, Eric Xing, Zhiqiang Shen arXiv_AI arXiv_AI  Quantization  Regularization  Pose  Inference  PDF
• 2021-11-29 Mixed Precision Low-bit Quantization of Neural Network Language Models for Speech Recognition    Junhao Xu, Jianwei Yu, Shoukang Hu, Xunying Liu, Helen Meng arXiv_CL arXiv_CL  Transformer  NAS  Quantization  Gradient_Descent  Recognition  RNN  Speech  Pose  Speech_Recognition  Language_Model  PDF
• 2021-11-29 Mixed Precision DNN Qunatization for Overlapped Speech Separation and Recognition    Junhao Xu, Jianwei Yu, Xunying Liu, Helen Meng arXiv_SD arXiv_SD  NAS  Quantization  Recognition  Speech  Pose  PDF
• 2021-11-29 Mixed Precision of Quantization of Transformer Language Models for Speech Recognition    Junhao Xu, Shoukang Hu, Jianwei Yu, Xunying Liu, Helen Meng arXiv_SD arXiv_SD  Transformer  NAS  Quantization  Recognition  Speech  Pose  Speech_Recognition  Language_Model  PDF
• 2021-11-27 FQ-ViT: Fully Quantized Vision Transformer without Retraining    Yang Lin, Tianyu Zhang, Peiqin Sun, Zheng Li, Shuchang Zhou arXiv_CV arXiv_CV  Transformer  Quantization  Knowledge  Pose  Attention  CNN  Inference  PDF
• 2021-11-25 QNNVerifier: A Tool for Verifying Neural Networks using SMT-Based Model Checking    Xidan Song, Edoardo Manino, Luiz Sena, Erickson Alves, Eddie de Lima Filho, Iury Bessa, Mikel Lujan, Lucas Cordeiro arXiv_AI arXiv_AI  Quantization  Inference  PDF
• 2021-11-25 A Novel Framework for Image-to-image Translation and Image Compression    Fei Yang, Yaxing Wang, Luis Herranz, Yongmei Cheng, Mikhail Mozerov arXiv_CV arXiv_CV  Quantization  Style_Transfer  Restoration  Pose  Image_Compression  PDF
• 2021-11-24 Non-Intrusive Binaural Speech Intelligibility Prediction from Discrete Latent Representations    Alex F. McKinney, Benjamin Cauchi arXiv_SD arXiv_SD  Quantization  Speech  Pose  Action  Relation  Prediction  PDF
• 2021-11-24 PTQ4ViT: Post-Training Quantization Framework for Vision Transformers    Zhihang Yuan, Chenhao Xue, Yiqi Chen, Qiang Wu, Guangyu Sun arXiv_CV arXiv_CV  Transformer  Quantization  Pose  Classification  CNN  Prediction  PDF
• 2021-11-24 Sharpness-aware Quantization for Deep Neural Networks    Jing Liu, Jianfei Cai, Bohan Zhuang arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2021-11-22 Mesa: A Memory-saving Training Framework for Transformers    Zizheng Pan, Peng Chen, Haoyu He, Jing Liu, Jianfei Cai, Bohan Zhuang arXiv_CV arXiv_CV  Transformer  Quantization  Pose  Attention  PDF
• 2021-11-19 Toward Compact Parameter Representations for Architecture-Agnostic Neural Network Compression    Yuezhou Sun, Wenlong Zhao, Lijun Zhang, Xiao Liu, Hui Guan, Matei Zaharia arXiv_CV arXiv_CV  Segmentation  Quantization  Classification  Detection  PDF
• 2021-11-17 Low Precision Decentralized Distributed Training with Heterogeneous Data    Sai Aparna Aketi, Sangamesh Kodge, Kaushik Roy arXiv_CV arXiv_CV  Quantization  Regularization  Knowledge  Pose  Inference  PDF
• 2021-11-17 IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization    Yunshan Zhong, Mingbao Lin, Gongrui Nan, Jianzhuang Liu, Baochang Zhang, Yonghong Tian, Rongrong Ji arXiv_CV arXiv_CV  Quantization  Zero-Shot  Pose  PDF
• 2021-11-16 Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation    William McNally, Kanav Vats, Alexander Wong, John McPhee arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Detection  PDF
• 2021-11-16 Online Meta Adaptation for Variable-Rate Learned Image Compression    Wei Jiang, Wei Wang, Songnan Li, Shan Liu arXiv_CV arXiv_CV  Reconstruction  Quantization  Image_Compression  PDF
• 2021-11-12 Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization    Byeonggeun Kim, Seunghan Yang, Jangho Kim, Simyung Chang arXiv_SD arXiv_SD  Quantization  Scene_Classification  Knowledge  Pose  Classification  PDF
• 2021-11-10 Prune Once for All: Sparse Pre-Trained Language Models    Ofir Zafrir, Ariel Larey, Guy Boudoukh, Haihao Shen, Moshe Wasserblat arXiv_AI arXiv_AI  Transformer  Quantization  Transfer_Learning  Bert  Sparse  Knowledge  Pose  Language_Model  PDF
• 2021-11-10 An Underexplored Dilemma between Confidence and Calibration in Quantized Neural Networks    Guoxuan Xia, Sangwon Ha, Tiago Azevedo, Partha Maji arXiv_CV arXiv_CV  Quantization  CNN  Prediction  PDF
• 2021-11-09 Graph-Based Depth Denoising & Dequantization for Point Cloud Enhancement    Xue Zhang, Gene Cheung, Jiahao Pang, Yash Sanghvi, Abhiram Gnanasambandam, Stanley H. Chan arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Enhancement  Point_Cloud  3D  Optimization  Sparse  Denoising  PDF
• 2021-11-08 ML-EXray: Visibility into ML Deployment on the Edge    Hang Qiu, Ioanna Vavelidou, Jian Li, Evgenya Pergament, Pete Warden, Sandeep Chinchali, Zain Asgar, Sachin Katti arXiv_AI arXiv_AI  Quantization  Inference  PDF
• 2021-11-08 Rethinking Deconvolution for 2D Human Pose Estimation Light yet Accurate Model for Real-time Edge Computing    Masayuki Yamazaki, Eigo Mori arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Prediction  PDF
• 2021-11-07 LiMuSE: Lightweight Multi-modal Speaker Extraction    Qinghua Liu, Yating Huang, Yunzhe Hao, Jiaming Xu, Bo Xu arXiv_SD arXiv_SD  Quantization  Speech  Pose  Action  PDF
• 2021-11-05 MQBench: Towards Reproducible and Deployable Model Quantization Benchmark    Yuhang Li, Mingzhu Shen, Jian Ma, Yan Ren, Mingxin Zhao, Qi Zhang, Ruihao Gong, Fengwei Yu, Junjie Yan arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Inference  PDF
• 2021-11-04 Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples    Kanghyun Choi, Deokki Hong, Noseong Park, Youngsok Kim, Jinho Lee arXiv_AI arXiv_AI  Embedding  Quantization  Adversarial  Pose  Inference  PDF
• 2021-11-02 Constructing High-Order Signed Distance Maps from Computed Tomography Data with Application to Bone Morphometry    Bryce A. Besler, Tannis D. Kemp, Nils D. Forkert, Steven K. Boyd arXiv_CV arXiv_CV  Embedding  Quantization  Face  PDF
• 2021-11-01 Arch-Net: Model Distillation for Architecture Agnostic Model Deployment    Weixin Xu, Zipeng Feng, Shuangkang Fang, Song Yuan, Yi Yang, Shuchang Zhou arXiv_CV arXiv_CV  Transformer  Embedding  Quantization  Pose  Classification  Image_Classification  PDF
• 2021-11-01 Structure Information is the Key: Self-Attention RoI Feature Extractor in 3D Object Detection    Diankun Zhang, Zhijie Zheng, Xueting Bi, Xiaojun Liu, arXiv_CV arXiv_CV  Quantization  Point_Cloud  3D  Pose  Action  Detection  Object_Detection  Attention  PDF
• 2021-11-01 PP-ShiTu: A Practical Lightweight Image Recognition System    Shengyu Wei, Ruoyu Guo, Cheng Cui, Bin Lu, Shuilong Dong, Tingquan Gao, Yuning Du, Ying Zhou, Xueying Lyu, Qiwen Liu, Xiaoguang Hu, Dianhai Yu, Yanjun Ma arXiv_CV arXiv_CV  Quantization  Recognition  Knowledge  Pose  Face  Action  Detection  Face_Recognition  Re-identification  Inference  PDF
• 2021-10-31 Revealing and Protecting Labels in Distributed Training    Trung Dang, Om Thakkar, Swaroop Ramaswamy, Rajiv Mathews, Peter Chin, Françoise Beaufays arXiv_CL arXiv_CL  Reconstruction  Quantization  Recognition  Knowledge  Speech  Pose  Classification  Speech_Recognition  Image_Classification  Matching  PDF
• 2021-10-24 Deep Asymmetric Hashing with Dual Semantic Regression and Class Structure Quantization    Jianglin Lu, Hailing Wang, Jie Zhou, Mengfan Yan, Jiajun Wen arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  PDF
• 2021-10-23 A Layer-wise Adversarial-aware Quantization Optimization for Improving Robustness    Chang Song, Riya Ranjan, Hai Li arXiv_CV arXiv_CV  Quantization  Optimization  Adversarial  Pose  PDF
• 2021-10-21 RoQNN: Noise-Aware Training for Robust Quantum Neural Networks    Hanrui Wang, Jiaqi Gu, Yongshan Ding, Zirui Li, Frederic T. Chong, David Z. Pan, Song Han arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Classification  Denoising  Inference  PDF
• 2021-10-21 Vis-TOP: Visual Transformer Overlay Processor    Wei Hu, Dian Xu, Zimeng Fan, Fang Liu, Yanxiang He arXiv_CV arXiv_CV  Transformer  Quantization  Pose  Inference  PDF
• 2021-10-20 A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays    Leonardo Ravaglia, Manuele Rusci, Davide Nadalini, Alessandro Capotondi, Francesco Conti, Luca Benini arXiv_AI arXiv_AI  Embedding  Quantization  Pose  Deep_Learning  PDF
• 2021-10-19 Continuous Control with Action Quantization from Demonstrations    Robert Dadashi, Léonard Hussenot, Damien Vincent, Sertan Girgin, Anton Raichuk, Matthieu Geist, Olivier Pietquin arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  Pose  Face  Action  PDF
• 2021-10-19 PR-CIM: a Variation-Aware Binary-Neural-Network Framework for Process-Resilient Computation-in-memory    Minh-Son Le, Thi-Nhan Pham, Thanh-Dat Nguyen, Ik-Joon Chang arXiv_CV arXiv_CV  Quantization  Pose  Classification  PDF
• 2021-10-18 Sub-bit Neural Networks: Learning to Compress and Accelerate Binary Neural Networks    Yikai Wang, Yi Yang, Fuchun Sun, Anbang Yao arXiv_CV arXiv_CV  Quantization  Recognition  Optimization  CNN  PDF
• 2021-10-17 Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation    Shichang Zhang, Yozen Liu, Yizhou Sun, Neil Shah arXiv_AI arXiv_AI  Quantization  Knowledge  Classification  Inference  Prediction  PDF
• 2021-10-16 BNAS v2: Learning Architectures for Binary Networks with Empirical Improvements    Dahyun Kim, Kunal Pratap Singh, Jonghyun Choi arXiv_CV arXiv_CV  Quantization  Pose  Quantitative  PDF
• 2021-10-15 Training Deep Neural Networks with Joint Quantization and Pruning of Weights and Activations    Xinyu Zhang, Ian Colbert, Ken Kreutz-Delgado, Srinjoy Das arXiv_CV arXiv_CV  Quantization  Inference  PDF
• 2021-10-15 PTQ-SL: Exploring the Sub-layerwise Post-training Quantization    Zhihang Yuan, Yiqi Chen, Chenhao Xue, Chenguang Zhang, Qiankun Wang, Qiankun Wang, Guangyu Sun arXiv_CV arXiv_CV  Quantization  Pose  Relation  CNN  Prediction  PDF
• 2021-10-14 SpeechT5: Unified-Modal Encoder-Decoder Pre-training for Spoken Language Processing    Junyi Ao, Rui Wang, Long Zhou, Shujie Liu, Shuo Ren, Yu Wu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, Furu Wei arXiv_CL arXiv_CL  Transformer  Quantization  Recognition  Represenation_Learning  Speech  Self-Supervised  Pose  Speech_Recognition  PDF
• 2021-10-13 Towards Mixed-Precision Quantization of Neural Networks via Constrained Optimization    Weihan Chen, Peisong Wang, Jian Cheng arXiv_CV arXiv_CV  Quantization  Optimization  Pose  PDF
• 2021-10-12 Memory-Efficient CNN Accelerator Based on Interlayer Feature Map Compression    Zhuang Shao, Xiaoliang Chen, Li Du, Lei Chen, Yuan Du, Wei Zhuang, Huadong Wei, Chenjia Xie, Zhongfeng Wang arXiv_AI arXiv_AI  Quantization  Sparse  Pose  CNN  Inference  PDF
• 2021-10-11 A comprehensive review of Binary Neural Network    Chunyu Yuan, Sos S. Agaian arXiv_CV arXiv_CV  Quantization  Optimization  Review  Pose  Survey  CNN  PDF
• 2021-10-10 Are Words the Quanta of Human Language? Extending the Domain of Quantum Cognition    Diederik Aerts, Lester Beltran arXiv_CL arXiv_CL  Quantization  Pose  PDF
• 2021-10-10 A Deep Learning Inference Scheme Based on Pipelined Matrix Multiplication Acceleration Design and Non-uniform Quantization    Yuyang Zhang, Dik Hin Leung, Min Guo, Yijia Xiao, Haoyue Liu, Yunfei Li, Jiyuan Zhang, Guan Wang, Zhen Chen arXiv_AI arXiv_AI  Quantization  Classification  Deep_Learning  Inference  PDF
• 2021-10-10 Haar Wavelet Feature Compression for Quantized Graph Convolutional Networks    Moshe Eliasof, Benjamin Bodner, Eran Treister arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Point_Cloud  Pose  Classification  CNN  PDF
• 2021-10-08 LCS: Learning Compressible Subspaces for Adaptive Network Compression at Inference Time    Elvis Nunez, Maxwell Horton, Anish Prabhu, Anurag Ranjan, Ali Farhadi, Mohammad Rastegari arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Inference  PDF
• 2021-10-06 Federated Learning via Plurality Vote    Kai Yue, Richeng Jin, Chau-Wai Wong, Huaiyu Dai arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Inference  PDF
• 2021-10-06 Shifting Capsule Networks from the Cloud to the Deep Edge    Miguel Costa, Diogo Costa, Tiago Gomes, Sandro Pinto arXiv_CV arXiv_CV  Quantization  Pose  CNN  PDF
• 2021-10-05 Attention Augmented Convolutional Transformer for Tabular Time-series    Sharath M Shankaranarayana, Davor Runje arXiv_AI arXiv_AI  Transformer  Embedding  Quantization  Bert  Represenation_Learning  Pose  Classification  Attention  CNN  Language_Model  PDF
• 2021-10-01 Beyond Neighbourhood-Preserving Transformations for Quantization-Based Unsupervised Hashing    Sobhan Hemati, H.R. Tizhoosh arXiv_CV arXiv_CV  Unsupervised  Quantization  Optimization  Pose  PDF
• 2021-09-30 Towards Efficient Post-training Quantization of Pre-trained Language Models    Haoli Bai, Lu Hou, Lifeng Shang, Xin Jiang, Irwin King, Michael R. Lyu arXiv_CL arXiv_CL  Reconstruction  Quantization  Pose  Attention  Language_Model  QA  PDF
• 2021-09-29 One Loss for All: Deep Hashing with a Single Cosine Similarity based Learning Objective    Jiun Tian Hoe, Kam Woh Ng, Tianyu Zhang, Chee Seng Chan, Yi-Zhe Song, Tao Xiang arXiv_CV arXiv_CV  Quantization  Pose  Classification  PDF
• 2021-09-27 Understanding and Overcoming the Challenges of Efficient Transformer Quantization    Yelysei Bondarenko, Markus Nagel, Tijmen Blankevoort arXiv_AI arXiv_AI  Transformer  Embedding  Quantization  Bert  Attention  Inference  PDF
• 2021-09-27 Click-through Rate Prediction with Auto-Quantized Contrastive Learning    Yujie Pan, Jiangchao Yao, Bo Han, Kunyang Jia, Ya Zhang, Hongxia Yang arXiv_AI arXiv_AI  Quantization  Sparse  Pose  Contrastive_Learning  Action  Prediction  Recommendation  PDF
• 2021-09-26 Vision Transformer Hashing for Image Retrieval    Shiv Ram Dubey, Satish Kumar Singh, Wei-Ta Chu arXiv_CV arXiv_CV  Transformer  Quantization  Recognition  Image_Retrieval  Pose  Deep_Learning  Attention  PDF
• 2021-09-25 Distribution-sensitive Information Retention for Accurate Binary Neural Network    Haotong Qin, Xiangguo Zhang, Ruihao Gong, Yifu Ding, Yi Xu, XianglongLiu arXiv_CV arXiv_CV  Quantization  Optimization  Inference  PDF
• 2021-09-24 Predicting Attention Sparsity in Transformers    Marcos Treviso, António Góis, Patrick Fernandes, Erick Fonseca, André F. T. Martins arXiv_CL arXiv_CL  Transformer  Quantization  Sparse  Pose  Attention  Language_Model  PDF
• 2021-09-20 Towards Energy-Efficient and Secure Edge AI: A Cross-Layer Framework    Muhammad Shafique, Alberto Marchisio, Rachmad Vidya Wicaksana Putra, Muhammad Abdullah Hanif arXiv_AI arXiv_AI  Quantization  Optimization  Detection  PDF
• 2021-09-19 HPTQ: Hardware-Friendly Post Training Quantization    Hai Victor Habi, Reuven Peretz, Elad Cohen, Lior Dikstein, Oranit Dror, Idit Diamant, Roy H. Jennings, Arnon Netzer arXiv_AI arXiv_AI  Segmentation  Quantization  Semantic_Segmentation  Pose_Estimation  Knowledge  Pose  Classification  Detection  Object_Detection  PDF
• 2021-09-16 Phrase Retrieval Learns Passage Retrieval, Too    Jinhyuk Lee, Alexander Wettig, Danqi Chen arXiv_CL arXiv_CL  Quantization  Sparse  Knowledge  QA  PDF
• 2021-09-16 R-PCC: A Baseline for Range Image-based Point Cloud Compression    Sukai Wang, Jianhao Jiao, Peide Cai, Ming Liu arXiv_RO arXiv_RO  Reconstruction  Segmentation  Quantization  Point_Cloud  3D  Salient  Pose  SLAM  Classification  Detection  Object_Detection  GAN  Autonomous  PDF
• 2021-09-11 Pyramid Hybrid Pooling Quantization for Efficient Fine-Grained Image Retrieval    Ziyun Zeng, Jinpeng Wang, Bin Chen, Tao Dai, Shu-Tao Xia arXiv_AI arXiv_AI  Quantization  Image_Retrieval  Pose  Attention  PDF
• 2021-09-11 Contrastive Quantization with Code Memory for Unsupervised Image Retrieval    Jinpeng Wang, Ziyun Zeng, Bin Chen, Tao Dai, Shu-Tao Xia arXiv_AI arXiv_AI  Reconstruction  Unsupervised  Quantization  Image_Retrieval  Regularization  Contrastive_Learning  PDF
• 2021-09-09 ECQ$^{text{x}}$: Explainability-Driven Quantization for Low-Bit and Sparse DNNs    Daniel Becking, Maximilian Dreyer, Wojciech Samek, Karsten Müller, Sebastian Lapuschkin arXiv_AI arXiv_AI  Quantization  Optimization  Sparse  Speech  Deep_Learning  PDF
• 2021-09-09 Fine-grained Data Distribution Alignment for Post-Training Quantization    Yunshan Zhong, Mingbao Lin, Mengzhao Chen, Ke Li, Yunhang Shen, Fei Chao, Yongjian Wu, Feiyue Huang, Rongrong Ji arXiv_CV arXiv_CV  Quantization  Zero-Shot  Pose  PDF
• 2021-09-08 Elastic Significant Bit Quantization and Acceleration for Deep Neural Networks    Cheng Gong, Ye Lu, Kunpeng Xie, Zongming Jin, Tao Li, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Pose  Quantitative  Inference  PDF
• 2021-09-07 Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression    Canwen Xu, Wangchunshu Zhou, Tao Ge, Ke Xu, Julian McAuley, Furu Wei arXiv_AI arXiv_AI  Quantization  Bert  Knowledge  Adversarial  Pose  Language_Model  PDF
• 2021-09-06 Self-supervised Product Quantization for Deep Unsupervised Image Retrieval    Young Kyun Jang, Nam Ik Cho arXiv_CV arXiv_CV  Image_Caption  Unsupervised  Quantization  Image_Retrieval  Self-Supervised  Pose  Contrastive_Learning  Deep_Learning  PDF
• 2021-09-05 Cluster-Promoting Quantization with Bit-Drop for Minimizing Network Quantization Loss    Jung Hyun Lee, Jihun Yun, Sung Ju Hwang, Eunho Yang arXiv_CV arXiv_CV  Quantization  Regularization  Pose  PDF
• 2021-09-05 Image Compression with Recurrent Neural Network and Generalized Divisive Normalization    Khawar Islam, L. Minh Dang, Sujin Lee, Hyeonjoon Moon arXiv_CV arXiv_CV  Reconstruction  Quantization  RNN  Pose  Deep_Learning  Attention  Image_Compression  PDF
• 2021-09-02 Optimal Target Shape for LiDAR Pose Estimation    Jiunn-Kai Huang, William Clark, Jessy W. Grizzle arXiv_CV arXiv_CV  Tracking  Quantization  Point_Cloud  Sparse  Object_Tracking  Pose_Estimation  Pose  SLAM  PDF
• 2021-09-01 Diverse Sample Generation: Pushing the Limit of Data-free Quantization    Haotong Qin, Yifu Ding, Xiangguo Zhang, Aoyu Li, Jiakai Wang, Xianglong Liu, Jiwen Lu arXiv_CV arXiv_CV  Quantization  Classification  Relation  Image_Classification  PDF
• 2021-08-31 Quantization of Generative Adversarial Networks for Efficient Inference: a Methodological Study    Pavel Andreev (1, 2, 3), Alexander Fritzler (1, 2, 4), Dmitry Vetrov (1, 3, 5) ((1) Higher School of Economics, (2) Skolkovo Institute of Science and Technology, (3) Samsung AI Center Moscow, (4) Yandex, (5) Samsung-HSE Laboratory) arXiv_AI arXiv_AI  Quantization  Enhancement  Adversarial  Speech  Attention  GAN  Inference  PDF
• 2021-08-27 4-bit Quantization of LSTM-based Speech Recognition Models    Andrea Fasoli, Chia-Yu Chen, Mauricio Serrano, Xiao Sun, Naigang Wang, Swagath Venkataramani, George Saon, Xiaodong Cui, Brian Kingsbury, Wei Zhang, Zoltán Tüske, Kailash Gopalakrishnan arXiv_CL arXiv_CL  Quantization  Recognition  RNN  Speech  Speech_Recognition  Inference  PDF
• 2021-08-23 Dynamic Network Quantization for Efficient Video Inference    Ximeng Sun, Rameswar Panda, Chun-Fu Chen, Aude Oliva, Rogerio Feris, Kate Saenko arXiv_CV arXiv_CV  Quantization  Recognition  Pose  CNN  Inference  PDF
• 2021-08-23 Rate distortion comparison of a few gradient quantizers    Tharindu Adikari arXiv_AI arXiv_AI  Quantization  Gradient_Descent  PDF
• 2021-08-21 Reconfigurable co-processor architecture with limited numerical precision to accelerate deep convolutional neural networks    Sasindu Wijeratne, Sandaruwan Jayaweera, Mahesh Dananjaya, Ajith Pasqual arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  CNN  PDF
• 2021-08-21 Integer-arithmetic-only Certified Robustness for Quantized Neural Networks    Haowen Lin, Jian Lou, Li Xiong, Cyrus Shahabi arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Attention  Inference  PDF
• 2021-08-20 Quantization Backdoors to Deep Learning Models    Hua Ma, Huming Qiu, Yansong Gao, Zhi Zhang, Alsharif Abuadbba, Anmin Fu, Said Al-Sarawi, Derek Abbott arXiv_AI arXiv_AI  Quantization  Deep_Learning  Detection  Inference  PDF
• 2021-08-18 Deployment of Deep Neural Networks for Object Detection on Edge AI Devices with Runtime Optimization    Lukas Stäcker, Juncong Fei, Philipp Heidenreich, Frank Bonarens, Jason Rambach, Didier Stricker, Christoph Stiller arXiv_CV arXiv_CV  Quantization  3D  Optimization  Detection  Object_Detection  CNN  PDF
• 2021-08-16 Distance-aware Quantization    Dohyung kim, Junghyup Lee, Bumsub Ham arXiv_CV arXiv_CV  Quantization  PDF
• 2021-08-14 FOX-NAS: Fast, On-device and Explainable Neural Architecture Search    Chia-Hsiang Liu, Yu-Shin Han, Yuan-Yao Sung, Yi Lee, Hung-Yueh Chiang, Kai-Chiang Wu arXiv_CV arXiv_CV  NAS  Quantization  Pose  Classification  PDF
• 2021-08-13 Pruning vs XNOR-Net: A Comprehensive Study on Deep Learning for Audio Classification in Microcontrollers    Md Mohaimenuzzaman, Christoph Bergmeir, Bernd Meyer arXiv_CV arXiv_CV  Quantization  Knowledge  Classification  Deep_Learning  Image_Classification  PDF
• 2021-08-08 Audio Spectral Enhancement: Leveraging Autoencoders for Low Latency Reconstruction of Long, Lossy Audio Sequences    Darshan Deshpande, Harshavardhan Abichandani arXiv_SD arXiv_SD  Reconstruction  Quantization  Enhancement  Inpainting  Pose  Relation  Inference  PDF
• 2021-08-07 A Unified Model for Zero-shot Music Source Separation, Transcription and Synthesis    Liwei Lin, Qiuqiang Kong, Junyan Jiang, Gus Xia arXiv_AI arXiv_AI  Quantization  Zero-Shot  Pose  PDF
• 2021-08-06 On Bundle Adjustment for Multiview PointCloud Registration    Huaiyang Huang, Yuxiang Sun, Jin Wu, Jiaohao Jiao, Xiangcheng Hu, Linwei Zheng, Lujia Wang, Ming Liu arXiv_RO arXiv_RO  Quantization  Pose  PDF
• 2021-08-05 Generalizable Mixed-Precision Quantization via Attribution Rank Preservation    Ziwei Wang, Han Xiao, Jiwen Lu, Jie Zhou arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2021-08-04 Incorporating Learnt Local and Global Embeddings into Monocular Visual SLAM    Huaiyang Huang, Haoyang Ye, Yuxiang Sun, Lujia Wang, Ming Liu arXiv_RO arXiv_RO  Embedding  Tracking  Quantization  3D  Pose_Estimation  Pose  SLAM  Detection  Prediction  PDF
• 2021-08-03 Bifocal Neural ASR: Exploiting Keyword Spotting for Inference Optimization    Jonathan Macoskey, Grant P. Strimel, Ariya Rastrow arXiv_SD arXiv_SD  Quantization  Recognition  Optimization  RNN  Speech  Pose  Speech_Recognition  Inference  Matching  PDF
• 2021-08-02 Communication-Efficient Federated Learning via Predictive Coding    Kai Yue, Richeng Jin, Chau-Wai Wong, Huaiyu Dai arXiv_AI arXiv_AI  Quantization  Pose  Prediction  PDF
• 2021-07-30 DQ-SGD: Dynamic Quantization in SGD for Communication-Efficient Distributed Learning    Guangfeng Yan, Shao-Lun Huang, Tian Lan, Linqi Song arXiv_AI arXiv_AI  Quantization  Gradient_Descent  PDF
• 2021-07-29 Local Morphometry of Closed, Implicit Surfaces    Bryce A Besler, Tannis D. Kemp, Andrew S. Michalski, Nils D. Forkert, Steven K. Boyd arXiv_CV arXiv_CV  Embedding  Quantization  Pose  Face  PDF
• 2021-07-28 MARViN -- Multiple Arithmetic Resolutions Vacillating in Neural Networks    Lorenz Kummer, Kevin Sidak, Tabea Reichmann, Wilfried Gansterer arXiv_AI arXiv_AI  Quantization  Inference  PDF
• 2021-07-27 DV-Det: Efficient 3D Point Cloud Object Detection with Dynamic Voxelization    Zhaoyu Su, Pin Siang Tan, Yu-Hsing Wang arXiv_CV arXiv_CV  Quantization  Point_Cloud  3D  Optimization  Pose  Detection  Object_Detection  Inference  PDF
• 2021-07-27 Uniformity in Heterogeneity:Diving Deep into Count Interval Partition for Crowd Counting    Changan Wang, Qingyu Song, Boshen Zhang, Yabiao Wang, Ying Tai, Xuyi Hu, Chengjie Wang, Jilin Li, Jiayi Ma, Yang Wu arXiv_CV arXiv_CV  Quantization  Pose  Classification  Attention  Inference  Prediction  PDF
• 2021-07-23 Pruning Ternary Quantization    Dan Liu, Xi Chen, Jie Fu, Xue Liu arXiv_AI arXiv_AI  Quantization  Sparse  Pose  PDF
• 2021-07-22 HARP-Net: Hyper-Autoencoded Reconstruction Propagationfor Scalable Neural Audio Coding    Darius Petermann, Seungkwon Beack, Minje Kim arXiv_AI arXiv_AI  Reconstruction  Quantization  Pose  PDF
• 2021-07-18 A High-Performance Adaptive Quantization Approach for Edge CNN Applications    Hsu-Hsun Chin, Ren-Song Tsay, Hsin-I Wu arXiv_CV arXiv_CV  Quantization  Pose  Classification  Detection  Object_Detection  CNN  Image_Classification  Language_Model  PDF
• 2021-07-16 Deep Learning to Ternary Hash Codes by Continuation    Mingrui Chen, Weiyu Li, Weizhi Lu arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  Deep_Learning  PDF
• 2021-07-15 CLSRIL-23: Cross Lingual Speech Representations for Indic Languages    Anirudh Gupta, Harveen Singh Chadha, Priyanshi Shah, Neeraj Chimmwal, Ankur Dhuriya, Rishabh Gaur, Vivek Raghavan arXiv_CL arXiv_CL  Quantization  Recognition  Speech  Speech_Recognition  PDF
• 2021-07-14 Memory-Aware Fusing and Tiling of Neural Networks for Accelerated Edge Inference    Jackson Farley, Andreas Gerstlauer arXiv_CV arXiv_CV  Quantization  Pose  Detection  Object_Detection  CNN  Inference  PDF
• 2021-07-14 Efficient Set of Vectors Search    Michael Leybovich, Oded Shmueli arXiv_AI arXiv_AI  Tracking  Quantization  PDF
• 2021-07-12 HANT: Hardware-Aware Network Transformation    Pavlo Molchanov, Jimmy Hall, Hongxu Yin, Jan Kautz, Nicolo Fusi, Arash Vahdat arXiv_AI arXiv_AI  NAS  Quantization  Optimization  Pose  PDF
• 2021-07-12 HEMP: High-order Entropy Minimization for neural network comPression    Enzo Tartaglione, Stéphane Lathuilière, Attilio Fiandrotti, Marco Cagnazzo, Marco Grangetto arXiv_AI arXiv_AI  Quantization  Gradient_Descent  Regularization  PDF
• 2021-07-08 An Embedded Iris Recognition System Optimization using Dynamically ReconfigurableDecoder with LDPC Codes    Longyu Ma, Chiu-Wing Sham, Chun Yan Lo, Xinchao Zhong arXiv_CV arXiv_CV  Quantization  Recognition  Optimization  Pose  PDF
• 2021-07-08 Regional Differential Information Entropy for Super-Resolution Image Quality Assessment    Ningyuan Xu, Jiayan Zhuang, Jiangjian Xiao, Chengbin Peng arXiv_CV arXiv_CV  Quantization  Super_Resolution  Restoration  Pose  GAN  QA  PDF
• 2021-07-07 Is 2D Heatmap Representation Even Necessary for Human Pose Estimation?    Yanjie Li, Sen Yang, Shoukui Zhang, Zhicheng Wang, Wankou Yang, Shu-Tao Xia, Erjin Zhou arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Classification  PDF
• 2021-07-06 Fast-Learning Grasping and Pre-Grasping via Clutter Quantization and Q-map Masking    Dafa Ren, Xiaoqiang Ren, Xiaofan Wang, S. Tejaswi Digumarti, Guodong Shi arXiv_RO arXiv_RO  Quantization  Reinforcement_Learning  Knowledge  Pose  Action  CNN  PDF
• 2021-07-06 Discrete-Valued Neural Communication    Dianbo Liu Dianbo_Liu, Alex Lamb, Kenji Kawaguchi, Anirudh Goyal, Chen Sun, Michael Curtis Mozer, Yoshua Bengio arXiv_AI arXiv_AI  Transformer  Quantization  Sparse  Pose  Deep_Learning  GAN  PDF
• 2021-07-05 Multi-modality Deep Restoration of Extremely Compressed Face Videos    Xi Zhang, Xiaolin Wu arXiv_CV arXiv_CV  Quantization  Restoration  Salient  Speech  Pose  Face  Deep_Learning  CNN  PDF
• 2021-07-03 A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification    Chao-Han Huck Yang, Hu Hu, Sabato Marco Siniscalchi, Qing Wang, Yuyang Wang, Xianjun Xia, Yuanjun Zhao, Yuzhong Wu, Yannan Wang, Jun Du, Chin-Hui Lee arXiv_SD arXiv_SD  Quantization  Scene_Classification  Knowledge  Pose  Classification  PDF
• 2021-07-01 Orthonormal Product Quantization Network for Scalable Face Image Retrieval    Ming Zhang, Xuefei Zhe, Hong Yan arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Regularization  Pose  Face  Deep_Learning  Attention  PDF
• 2021-06-27 Power Law Graph Transformer for Machine Translation and Representation Learning    Burc Gokden arXiv_AI arXiv_AI  Transformer  Quantization  Represenation_Learning  Attention  Prediction  PDF
• 2021-06-27 Post-Training Quantization for Vision Transformer    Zhenhua Liu, Yunhe Wang, Kai Han, Siwei Ma, Wen Gao arXiv_CV arXiv_CV  Transformer  Quantization  Pose  Relation  Attention  CNN  PDF
• 2021-06-25 Preliminary study on using vector quantization latent spaces for TTS/VC systems with consistent performance    Hieu-Thi Luong, Junichi Yamagishi arXiv_CL arXiv_CL  Embedding  Quantization  Speech  Attention  PDF
• 2021-06-25 Countering Adversarial Examples: Combining Input Transformation and Noisy Training    Cheng Zhang, Pan Gao arXiv_CV arXiv_CV  Quantization  Recognition  Adversarial  Pose  Classification  Prediction  PDF
• 2021-06-23 APNN-TC: Accelerating Arbitrary Precision Neural Networks on Ampere GPU Tensor Cores    Boyuan Feng, Yuke Wang, Tong Geng, Ang Li, Yufei Ding arXiv_AI arXiv_AI  Quantization  GAN  PDF
• 2021-06-21 Efficient Inference via Universal LSH Kernel    Zichang Liu, Benjamin Coleman, Anshumali Shrivastava arXiv_AI arXiv_AI  Quantization  Sketch  Knowledge  Pose  Inference  PDF
• 2021-06-18 VQMIVC: Vector Quantization and Mutual Information-Based Unsupervised Speech Representation Disentanglement for One-shot Voice Conversion    Disong Wang, Liqun Deng, Yu Ting Yeung, Xiao Chen, Xunying Liu, Helen Meng arXiv_CL arXiv_CL  Unsupervised  Quantization  Speech  Pose  Relation  PDF
• 2021-06-18 Light Lies: Optical Adversarial Attack    Kyu-Lim Kim, Jeong-Soo Kim, Seung-Ri Song, Jun-Ho Choi, Chul-Min Joo, Jong-Seok Lee arXiv_CV arXiv_CV  Quantization  Optimization  Adversarial  Pose  Classification  Image_Classification  PDF
• 2021-06-15 Development of Quantized DNN Library for Exact Hardware Emulation    Masato Kiyama, Motoki Amagasaki, Masahiro Iida arXiv_AI arXiv_AI  Quantization  Detection  Inference  PDF
• 2021-06-15 A White Paper on Neural Network Quantization    Markus Nagel, Marios Fournarakis, Rana Ali Amjad, Yelysei Bondarenko, Mart van Baalen, Tijmen Blankevoort arXiv_AI arXiv_AI  Quantization  Deep_Learning  Inference  QA  PDF
• 2021-06-15 Compositional Sketch Search    Alexander Black, Tu Bui, Long Mai, Hailin Jin, John Collomosse arXiv_CV arXiv_CV  Embedding  Quantization  Sketch  Image_Retrieval  Relation  CNN  PDF
• 2021-06-14 Neuroevolution-Enhanced Multi-Objective Optimization for Mixed-Precision Quantization    Santiago Miret, Vui Seng Chua, Mattias Marder, Mariano Phielipp, Nilesh Jain, Somdeb Majumdar arXiv_AI arXiv_AI  Quantization  Optimization  PDF
• 2021-06-14 FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications    Young D. Kwon, Jagmohan Chauhan, Cecilia Mascolo arXiv_SD arXiv_SD  Quantization  Represenation_Learning  Pose  Deep_Learning  PDF
• 2021-06-10 Quantized Conditional COT-GAN for Video Prediction    Tianlin Xu, Beatrice Acciaio arXiv_AI arXiv_AI  Quantization  Adversarial  Video_Prediction  GAN  Prediction  PDF
• 2021-06-10 Cross-Modal Discrete Representation Learning    Alexander H. Liu, SouYoung Jin, Cheng-I Jeff Lai, Andrew Rouditchenko, Aude Oliva, James Glass arXiv_CV arXiv_CV  Embedding  Quantization  Represenation_Learning  Self-Supervised  Pose  Action  Matching  PDF
• 2021-06-08 Harnessing Unrecognizable Faces for Face Recognition    Siqi Deng, Yuanjun Xiong, Meng Wang, Wei Xia, Stefano Soatto arXiv_CV arXiv_CV  Embedding  Quantization  Recognition  Pose  Face  Detection  Object_Detection  Face_Recognition  PDF
• 2021-06-02 On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers    Tianchu Ji, Shraddhan Jain, Michael Ferdman, Peter Milder, H. Andrew Schwartz, Niranjan Balasubramanian arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Optimization  Sentiment  Attention  Inference  PDF
• 2021-06-01 Full-Resolution Encoder-Decoder Networks with Multi-Scale Feature Fusion for Human Pose Estimation    Jie Ou, Mingjian Chen, Hong Wu arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Attention  PDF
• 2021-06-01 Gender Bias Amplification During Speed-Quality Optimization in Neural Machine Translation    Adithya Renduchintala, Denise Diaz, Kenneth Heafield, Xian Li, Mona Diab arXiv_CL arXiv_CL  Transformer  Quantization  Optimization  NMT  Attention  PDF
• 2021-05-31 Transferable Sparse Adversarial Attack    Ziwen He, Wei Wang, Jing Dong, Tieniu Tan arXiv_CV arXiv_CV  Quantization  Optimization  Sparse  Adversarial  Inference  PDF
• 2021-05-27 HDRUNet: Single Image HDR Reconstruction with Denoising and Dequantization    Xiangyu Chen, Yihao Liu, Zhengwen Zhang, Yu Qiao, Chao Dong arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  Quantitative  Denoising  PDF
• 2021-05-26 Dynamic Probabilistic Pruning: A general framework for hardware-constrained pruning at different granularities    Lizeth Gonzalez-Carabarin, Iris A.M. Huijben, Bastiaan S. Veeling, Alexandre Schmid, Ruud J.G. van Sloun arXiv_CV arXiv_CV  Quantization  Optimization  Sparse  Pose  Classification  Deep_Learning  GAN  Image_Classification  PDF
• 2021-05-25 DTNN: Energy-efficient Inference with Dendrite Tree Inspired Neural Networks for Edge Vision Applications    Tao Luo, Wai Teng Tang, Matthew Kay Fei Lee, Chuping Qu, Weng-Fai Wong, Rick Goh arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2021-05-23 Post-Training Sparsity-Aware Quantization    Gil Shomron, Freddy Gabbay, Samer Kurzum, Uri Weiser arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2021-05-21 Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices    Mustafa Ayazoglu arXiv_AI arXiv_AI  Reconstruction  Quantization  Super_Resolution  Pose  Classification  Deep_Learning  Image_Classification  PDF
• 2021-05-20 Anchor-based Plain Net for Mobile Image Super-Resolution    Zongcai Du, Jie Liu, Jie Tang, Gangshan Wu arXiv_CV arXiv_CV  Quantization  Super_Resolution  Pose  PDF
• 2021-05-19 BatchQuant: Quantized-for-all Architecture Search with Robust Quantizer    Haoping Bai, Meng Cao, Ping Huang, Jiulong Shan arXiv_CV arXiv_CV  NAS  Quantization  Optimization  Pose  Deep_Learning  PDF
• 2021-05-16 Is In-Domain Data Really Needed? A Pilot Study on Cross-Domain Calibration for Network Quantization    Haichao Yu, Linjie Yang, Humphrey Shi arXiv_CV arXiv_CV  Quantization  Knowledge  PDF
• 2021-05-15 FDDH: Fast Discriminative Discrete Hashing for Large-Scale Cross-Modal Retrieval    Xin Liu, Xingzhi Wang, Yiu-ming Cheung arXiv_CV arXiv_CV  Embedding  Quantization  Pose  Attention  PDF
• 2021-05-13 Quantized Proximal Averaging Network for Analysis Sparse Coding    Kartheek Kumar Reddy Nareddy, Mani Madhoolika Bulusu, Praveen Kumar Pokala, Chandra Sekhar Seelamantula arXiv_CV arXiv_CV  Reconstruction  Quantization  Sparse  Pose  Inference  PDF
• 2021-05-12 Deep and Shallow Covariance Feature Quantization for 3D Facial Expression Recognition    Walid Hariri, Nadir Farah, Dinesh Kumar Vishwakarma arXiv_CV arXiv_CV  Quantization  Recognition  3D  Pose  Face  Classification  Attention  CNN  PDF
• 2021-05-12 Discrete representations in neural models of spoken language    Bertrand Higy, Lieke Gelderloos, Afra Alishahi, Grzegorz Chrupała arXiv_CL arXiv_CL  Embedding  Quantization  Weakly_Supervised  Pose  PDF
• 2021-05-10 In-Hindsight Quantization Range Estimation for Quantized Training    Marios Fournarakis, Markus Nagel arXiv_AI arXiv_AI  Quantization  Pose  Classification  Image_Classification  Inference  PDF
• 2021-05-09 RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network with IP Protection for Internet of Things    Huming Qiu, Hua Ma, Zhi Zhang, Yifeng Zheng, Anmin Fu, Pan Zhou, Yansong Gao, Derek Abbott arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2021-05-07 Pareto-Optimal Quantized ResNet Is Mostly 4-bit    AmirAli Abdolrashidi, Lisa Wang, Shivani Agrawal, Jonathan Malmaud, Oleg Rybakov, Chas Leichner, Lukasz Lew arXiv_CV arXiv_CV  Quantization  Inference  PDF
• 2021-05-04 One Model for All Quantization: A Quantized Network Supporting Hot-Swap Bit-Width Adjustment    Qigong Sun, Xiufang Li, Yan Ren, Zhongjian Huang, Xu Liu, Licheng Jiao, Fang Liu arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  QA  PDF
• 2021-05-01 Binarized Aggregated Network with Quantization: Flexible Deep Learning Deployment for CSI Feedback in Massive MIMO System    Zhilin Lu, Xudong Zhang, Hongyi He, Jintao Wang, Jian Song arXiv_AI arXiv_AI  Reconstruction  Quantization  Pose  Deep_Learning  PDF
• 2021-04-30 Stealthy Backdoors as Compression Artifacts    Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans arXiv_AI arXiv_AI  Quantization  Classification  Deep_Learning  PDF
• 2021-04-29 ActNN: Reducing Training Memory Footprint via 2-Bit Activation Compressed Training    Jianfei Chen, Lianmin Zheng, Zhewei Yao, Dequan Wang, Ion Stoica, Michael W. Mahoney, Joseph E. Gonzalez arXiv_CV arXiv_CV  Segmentation  Quantization  Pose  Classification  Detection  PDF
• 2021-04-26 HAO: Hardware-aware neural Architecture Optimization for Efficient Inference    Zhen Dong, Yizhao Gao, Qijing Huang, John Wawrzynek, Hayden K.H. So, Kurt Keutzer arXiv_CV arXiv_CV  NAS  Quantization  Optimization  Classification  Image_Classification  Inference  PDF
• 2021-04-25 Quantization of Deep Neural Networks for Accurate EdgeComputing    Wentao Chen, Hailong Qiu, Jian Zhuang, Chutong Zhang, Yu Hu, Qing Lu, Tianchen Wang, Yiyu Shi†, Meiping Huang, Xiaowe Xu arXiv_CV arXiv_CV  Segmentation  Quantization  Recognition  RNN  Regularization  Speech  Pose  Classification  Speech_Recognition  Medical  CNN  PDF
• 2021-04-24 Do All MobileNets Quantize Poorly? Gaining Insights into the Effect of Quantization on Depthwise Separable Convolutional Networks Through the Eyes of Multi-scale Distributional Dynamics    Stone Yun, Alexander Wong arXiv_CV arXiv_CV  Quantization  CNN  PDF
• 2021-04-20 Differentiable Model Compression via Pseudo Quantization Noise    Alexandre Défossez, Yossi Adi, Gabriel Synnaeve arXiv_AI arXiv_AI  Transformer  Quantization  Pose  Classification  Image_Classification  Language_Model  PDF
• 2021-04-18 Filtering Empty Camera Trap Images in Embedded Systems    Fagner Cunha, Eulanda M. dos Santos, Raimundo Barreto, Juan G. Colonna arXiv_CV arXiv_CV  Embedding  Quantization  Recognition  Classification  Deep_Learning  Detection  Object_Detection  Inference  PDF
• 2021-04-16 Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators    David Stutz, Nandhini Chandramoorthy, Matthias Hein, Bernt Schiele arXiv_CV arXiv_CV  Quantization  Adversarial  Attention  PDF
• 2021-04-16 Search-oriented Differentiable Product Quantization    Shitao Xiao, Zheng Liu, Yingxia Shao, Defu Lian, Xing Xie arXiv_CL arXiv_CL  Embedding  Quantization  Pose  Matching  PDF
• 2021-04-15 Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing    Akshat Shrivastava, Pierce Chuang, Arun Babu, Shrey Desai, Abhinav Arora, Alexander Zotov, Ahmed Aly arXiv_CL arXiv_CL  Quantization  Pose  Ontology  Text_Generation  Prediction  PDF
• 2021-04-14 End-to-end Keyword Spotting using Neural Architecture Search and Quantization    David Peter, Wolfgang Roth, Franz Pernkopf arXiv_SD arXiv_SD  NAS  Quantization  Speech  CNN  PDF
• 2021-04-13 NoiseVC: Towards High Quality Zero-Shot Voice Conversion    Shijun Wang, Damian Borth arXiv_SD arXiv_SD  Quantization  Zero-Shot  Pose  PDF
• 2021-04-12 FTT-NAS: Discovering Fault-Tolerant Convolutional Neural Architecture    Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang arXiv_CV arXiv_CV  NAS  Quantization  Pose  Deep_Learning  Attention  CNN  PDF
• 2021-04-10 A Novel Unified Model for Multi-exposure Stereo Coding Based on Low Rank Tucker-ALS and 3D-HEVC    Mansi Sharma, Aditya Wadaskar arXiv_CV arXiv_CV  Quantization  3D  Pose  Prediction  PDF
• 2021-04-07 Towards On-Device Face Recognition in Body-worn Cameras    Ali Almadan, Ajita Rattani arXiv_CV arXiv_CV  Surveillance  Quantization  Recognition  Face  Face_Recognition  Inference  PDF
• 2021-04-07 HIH: Towards More Accurate Face Alignment via Heatmap in Heatmap    Xing Lan, Qinghao Hu, Jian Cheng arXiv_CV arXiv_CV  Quantization  Facial_Landmark  Pose  Face  Quantitative  PDF
• 2021-04-06 Extremely Low Footprint End-to-End ASR System for Smart Device    Zhifu Gao, Yiwu Yao, Shiliang Zhang, Jun Yang, Ming Lei, Ian McLoughlin arXiv_SD arXiv_SD  Transformer  Quantization  Recognition  Speech  Pose  Attention  Speech_Recognition  Language_Model  PDF
• 2021-04-06 Binary Neural Network for Speaker Verification    Tinglong Zhu, Xiaoyi Qin, Ming Li arXiv_SD arXiv_SD  Quantization  Speech  Pose  CNN  PDF
• 2021-04-06 TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT    Hamed F. Langroudi, Vedant Karia, Tej Pandit, Dhireesha Kudithipudi arXiv_AI arXiv_AI  Quantization  Pose  Classification  PDF
• 2021-04-02 Network Quantization with Element-wise Gradient Scaling    Junghyup Lee, Dohyung Kim, Bumsub Ham arXiv_CV arXiv_CV  Quantization  Pose  Classification  Image_Classification  PDF
• 2021-04-02 Unconstrained Face Recognition using ASURF and Cloud-Forest Classifier optimized with VLAD    A Vinay, Aviral Joshi, Hardik Mahipal Surana, Harsh Garg, K N BalasubramanyaMurthy, S Natarajan arXiv_CV arXiv_CV  Face_Detection  Quantization  Recognition  Pose  Face  Classification  Detection  Face_Recognition  Image_Classification  PDF
• 2021-04-01 Training Multi-bit Quantized and Binarized Networks with A Learnable Symmetric Quantizer    Phuoc Pham, Jacob Abraham, Jaeyong Chung arXiv_CV arXiv_CV  Quantization  PDF
• 2021-03-31 Bit-Mixer: Mixed-precision networks with runtime bit-width selection    Adrian Bulat, Georgios Tzimiropoulos arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Inference  PDF
• 2021-03-31 Q-ASR: Integer-only Zero-shot Quantization for Efficient Speech Recognition    Sehoon Kim, Amir Gholami, Zhewei Yao, Anirudda Nrusimha, Bohan Zhai, Tianren Gao, Michael W. Mahoney, Kurt Keutzer arXiv_CL arXiv_CL  Quantization  Recognition  Zero-Shot  Speech  Pose  Speech_Recognition  Inference  PDF
• 2021-03-29 Zero-shot Adversarial Quantization    Yuang Liu, Wei Zhang, Jun Wang arXiv_CV arXiv_CV  Quantization  Zero-Shot  Knowledge  Adversarial  Pose  Inference  PDF
• 2021-03-27 Automated Backend-Aware Post-Training Quantization    Ziheng Jiang, Animesh Jain, Andrew Liu, Josh Fromm, Chengqian Ma, Tianqi Chen, Luis Ceze arXiv_CV arXiv_CV  Quantization  PDF
• 2021-03-27 Scalable and Efficient Neural Speech Coding    Kai Zhen, Jongmo Sung, Mi Suk Lee, Seungkwon Beak, Minje Kim arXiv_SD arXiv_SD  Reconstruction  Quantization  Optimization  Speech  Pose  CNN  PDF
• 2021-03-25 A Survey of Quantization Methods for Efficient Neural Network Inference    Amir Gholami, Sehoon Kim, Zhen Dong, Zhewei Yao, Michael W. Mahoney, Kurt Keutzer arXiv_CV arXiv_CV  Quantization  Survey  GAN  Inference  PDF
• 2021-03-24 DNN Quantization with Attention    Ghouthi Boukli Hacene, Lukas Mauch, Stefan Uhlich, Fabien Cardinaux arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Attention  QA  PDF
• 2021-03-24 RPVNet: A Deep and Efficient Range-Point-Voxel Fusion Network for LiDAR Point Cloud Segmentation    Jianyun Xu, Ruixiang Zhang, Jian Dou, Yushi Zhu, Jie Sun, Shiliang Pu arXiv_CV arXiv_CV  Segmentation  Quantization  Point_Cloud  Sparse  Pose  Action  PDF
• 2021-03-23 The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures    Sushant Singh, Ausif Mahmood arXiv_CL arXiv_CL  Transformer  Quantization  Transfer_Learning  Bert  Knowledge  Action  Deep_Learning  Attention  Inference  Language_Model  PDF
• 2021-03-23 ReCU: Reviving the Dead Weights in Binary Neural Networks    Zihan Xu, Mingbao Lin, Jianzhuang Liu, Jie Chen, Ling Shao, Yue Gao, Yonghong Tian, Rongrong Ji arXiv_CV arXiv_CV  Quantization  Pose  Attention  PDF
• 2021-03-23 Decomposing Normal and Abnormal Features of Medical Images into Discrete Latent Codes for Content-Based Image Retrieval    Kazuma Kobayashi, Ryuichiro Hataya, Yusuke Kurose, Mototaka Miyake, Masamichi Takahashi, Akiko Nakagawa, Tatsuya Harada, Ryuji Hamamoto arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  Quantitative  Medical  PDF
• 2021-03-22 Evaluating Post-Training Compression in GANs using Locality-Sensitive Hashing    Gonçalo Mordido, Haojin Yang, Christoph Meinel arXiv_AI arXiv_AI  Quantization  Adversarial  Pose  GAN  PDF
• 2021-03-22 n-hot: Efficient bit-level sparsity for powers-of-two neural network quantization    Yuiko Sakuma, Hiroshi Sumihiro, Jun Nishikawa, Toshiki Nakamura, Ryoji Ikegaya arXiv_CV arXiv_CV  Quantization  Pose  Action  Classification  Detection  Object_Detection  PDF
• 2021-03-19 Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs    Daniele Palossi, Nicky Zimmerman, Alessio Burrello, Francesco Conti, Hanna Müller, Luca Maria Gambardella, Luca Benini, Alessandro Giusti, Jérôme Guzzi arXiv_RO arXiv_RO  Quantization  Pose_Estimation  Pose  Action  Drone  Autonomous  Inference  PDF
• 2021-03-18 Reduced Precision Strategies for Deep Learning: A High Energy Physics Generative Adversarial Network Use Case    Florian Rehm, Sofia Vallecorsa, Vikram Saletore, Hans Pabst, Adel Chaibi, Valeriu Codreanu, Kerstin Borras, Dirk Krücker arXiv_AI arXiv_AI  Quantization  Optimization  Adversarial  Action  Deep_Learning  Detection  Object_Detection  Inference  PDF
• 2021-03-18 Data-free mixed-precision quantization using novel sensitivity metric    Donghyun Lee, Minkyoung Cho, Seungwon Lee, Joonho Song, Changkyu Choi arXiv_CV arXiv_CV  Quantization  Pose  Action  PDF
• 2021-03-18 RangeDet:In Defense of Range View for LiDAR-based 3D Object Detection    Lue Fan, Xuan Xiong, Feng Wang, Naiyan Wang, Zhaoxiang Zhang arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  3D  Pose  Action  Detection  Object_Detection  PDF
• 2021-03-18 Generating Diverse Structure for Image Inpainting With Hierarchical VQ-VAE    Jialun Peng, Dong Liu, Songcen Xu, Houqiang Li arXiv_CV arXiv_CV  Quantization  Inpainting  Pose  Relation  Attention  PDF
• 2021-03-17 Multi-Prize Lottery Ticket Hypothesis: Finding Accurate Binary Neural Networks by Pruning A Randomly Weighted Network    James Diffenderfer, Bhavya Kailkhura arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2021-03-16 Learned Gradient Compression for Distributed Deep Learning    Lusine Abrahamyan, Yiming Chen, Giannis Bekoulis, Nikos Deligiannis arXiv_AI arXiv_AI  Segmentation  Quantization  Semantic_Segmentation  Pose  Classification  Deep_Learning  CNN  Image_Classification  PDF
• 2021-03-12 BDD4BNN: A BDD-based Quantitative Analysis Framework for Binarized Neural Networks    Yedi Zhang, Zhe Zhao, Guangke Chen, Fu Song, Taolue Chen arXiv_AI arXiv_AI  Quantization  Quantitative  Relation  PDF
• 2021-03-12 Learnable Companding Quantization for Accurate Low-bit Neural Networks    Kohei Yamamoto arXiv_CV arXiv_CV  Quantization  Pose  Classification  Detection  Object_Detection  Image_Classification  Inference  PDF
• 2021-03-10 Quantization-Guided Training for Compact TinyML Models    Sedigh Ghamari, Koray Ozcan, Thu Dinh, Andrey Melnikov, Juan Carvajal, Jan Ernst, Sek Chai arXiv_CV arXiv_CV  Quantization  Regularization  Pose  Detection  QA  PDF
• 2021-03-09 Wav2vec-C: A Self-supervised Model for Speech Representation Learning    Samik Sadhu, Di He, Che-Wei Huang, Sri Harish Mallidi, Minhua Wu, Ariya Rastrow, Andreas Stolcke, Jasha Droppo, Roland Maas arXiv_SD arXiv_SD  Quantization  Represenation_Learning  RNN  Speech  Self-Supervised  Pose  PDF
• 2021-03-09 MWQ: Multiscale Wavelet Quantized Neural Networks    Qigong Sun, Yan Ren, Licheng Jiao, Xiufang Li, Fanhua Shang, Fang Liu arXiv_CV arXiv_CV  Quantization  Enhancement  Optimization  Pose  Relation  PDF
• 2021-03-06 Learning Statistical Texture for Semantic Segmentation    Lanyun Zhu, Deyi Ji, Shiping Zhu, Weihao Gan, Wei Wu, Junjie Yan arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Knowledge  Pose  Action  PDF
• 2021-03-05 Environmental Sound Classification on the Edge: Deep Acoustic Networks for Extremely Resource-Constrained Devices    Md Mohaimenuzzaman, Christoph Bergmeir, Ian Thomas West, Bernd Meyer arXiv_CV arXiv_CV  Quantization  Recognition  Knowledge  Classification  Deep_Learning  CNN  PDF
• 2021-03-04 Effective and Fast: A Novel Sequential Single Path Search for Mixed-Precision Quantization    Qigong Sun, Licheng Jiao, Yan Ren, Xiufang Li, Fanhua Shang, Fang Liu arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2021-03-03 Self-Distribution Binary Neural Networks    Ping Xue, Yang Lu, Jingfei Chang, Xing Wei, Zhen Wei arXiv_CV arXiv_CV  Quantization  Pose  Classification  PDF
• 2021-03-02 A Structurally Regularized Convolutional Neural Network for Image Classification using Wavelet-based SubBand Decomposition    Pavel Sinha, Ioannis Psaromiligkos, Zeljko Zilic arXiv_CV arXiv_CV  Quantization  Regularization  Pose  Classification  CNN  Image_Classification  PDF
• 2021-03-02 SME: ReRAM-based Sparse-Multiplication-Engine to Squeeze-Out Bit Sparsity of Neural Network    Fangxin Liu, Wenbo Zhao, Yilong Zhao, Zongwu Wang, Tao Yang, Zhezhi He, Naifeng Jing, Xiaoyao Liang, Li Jiang arXiv_CV arXiv_CV  Quantization  Sparse  Pose  PDF
• 2021-03-02 All at Once Network Quantization via Collaborative Knowledge Transfer    Ximeng Sun, Rameswar Panda, Chun-Fu Chen, Naigang Wang, Bowen Pan Kailash Gopalakrishnan, Aude Oliva, Rogerio Feris, Kate Saenko arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  Classification  Inference  Video_Classification  PDF
• 2021-03-01 Diversifying Sample Generation for Accurate Data-Free Quantization    Xiangguo Zhang, Haotong Qin, Yifu Ding, Ruihao Gong, Qinghua Yan, Renshuai Tao, Yuhang Li, Fengwei Yu, Xianglong Liu arXiv_CV arXiv_CV  Quantization  Enhancement  Pose  Classification  Image_Classification  PDF
• 2021-02-20 BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization    Huanrui Yang, Lin Duan, Yiran Chen, Hai Li arXiv_CV arXiv_CV  NAS  Quantization  Optimization  Pose  PDF
• 2021-02-18 GradFreeBits: Gradient Free Bit Allocation for Dynamic Low Precision Neural Networks    Benjamin J. Bodner, Gil Ben Shalom, Eran Treister arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Classification  PDF
• 2021-02-15 CQNet: Complex Input Quantized Neural Network designed for Massive MIMO CSI Feedback    Sijie Ji, Weiping Sun, Mo Li arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  Compressive_Sensing  PDF
• 2021-02-15 FAT: Learning Low-Bitwidth Parametric Representation via Frequency-Aware Transformation    Chaofan Tao, Rui Lin, Quan Chen, Zhaoyang Zhang, Ping Luo, Ngai Wong arXiv_CV arXiv_CV  Quantization  CNN  PDF
• 2021-02-12 Confounding Tradeoffs for Neural Network Quantization    Sahaj Garg, Anirudh Jain, Joe Lou, Mitchell Nahmias arXiv_CV arXiv_CV  Quantization  Deep_Learning  Inference  PDF
• 2021-02-10 BRECQ: Pushing the Limit of Post-Training Quantization by Block Reconstruction    Yuhang Li, Ruihao Gong, Xu Tan, Yang Yang, Peng Hu, Qi Zhang, Fengwei Yu, Wei Wang, Shi Gu arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  Classification  Detection  Object_Detection  Image_Classification  QA  PDF
• 2021-02-09 Sparsification via Compressed Sensing for Automatic Speech Recognition    Kai Zhen (1 and 2), Hieu Duy Nguyen (2), Feng-Ju Chang (2), Athanasios Mouchtaris (2), Ariya Rastrow (2). ((1) Indiana University Bloomington, (2) Alexa Machine Learning, Amazon, USA) arXiv_AI arXiv_AI  Quantization  Recognition  Sparse  Speech  Pose  Action  Speech_Recognition  PDF
• 2021-02-09 Distribution Adaptive INT8 Quantization for Training CNNs    Kang Zhao, Sida Huang, Pan Pan, Yinghan Li, Yingya Zhang, Zhenyu Gu, Yinghui Xu arXiv_AI arXiv_AI  Quantization  Pose  Classification  Detection  Object_Detection  CNN  Image_Classification  Inference  Video_Classification  PDF
• 2021-02-04 Progressive Neural Image Compression with Nested Quantization and Latent Ordering    Yadong Lu, Yinhao Zhu, Yang Yang, Amir Said, Taco S Cohen arXiv_CV arXiv_CV  Quantization  Knowledge  Image_Compression  PDF
• 2021-02-04 Compressed Object Detection    Gedeon Muhawenayo, Georgia Gkioxari arXiv_CV arXiv_CV  Quantization  Recognition  Sparse  Pose_Estimation  Pose  Deep_Learning  Detection  Object_Detection  PDF
• 2021-02-04 Low Bit-Rate Wideband Speech Coding: A Deep Generative Model based Approach    Gang Min, Xiongwei Zhang, Xia Zou, Xiangyang Liu arXiv_SD arXiv_SD  Quantization  Speech  Deep_Learning  PDF
• 2021-02-03 Fixed-point Quantization of Convolutional Neural Networks for Quantized Inference on Embedded Platforms    Rishabh Goyal, Joaquin Vanschoren, Victor van Acht, Stephan Nijssen arXiv_CV arXiv_CV  Quantization  Pose  Action  Classification  CNN  Image_Classification  Inference  Prediction  PDF
• 2021-02-02 Image Splicing Detection, Localization and Attribution via JPEG Primary Quantization Matrix Estimation and Clustering    Yakun Niu, Benedetta Tondi, Yao Zhao, Rongrong Ni, Mauro Barni arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  Detection  PDF
• 2021-02-02 Benchmarking Quantized Neural Networks on FPGAs with FINN    Quentin Ducasse, Pascal Cotret, Loïc Lagadec, Robert Stewart arXiv_AI arXiv_AI  Quantization  Inference  PDF
• 2021-02-01 GraphDF: A Discrete Flow Model for Molecular Graph Generation    Youzhi Luo, Keqiang Yan, Shuiwang Ji arXiv_AI arXiv_AI  Quantization  Optimization  Pose  PDF
• 2021-02-01 Understanding Cache Boundness of ML Operators on ARM Processors    Bernhard Klein, Christoph Gratl, Manfred Mücke, Holger Fröning arXiv_AI arXiv_AI  Quantization  Action  PDF
• 2021-02-01 Rescuing Deep Hashing from Dead Bits Problem    Shu Zhao, Dayan Wu, Yucan Zhou, Bo Li, Weiping Wang arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  PDF
• 2021-01-29 CAMBI: Contrast-aware Multiscale Banding Index    Pulkit Tandon, Mariana Afonso, Joel Sole, Lukáš Krasula arXiv_CV arXiv_CV  Quantization  Contour  PDF
• 2021-01-29 DNN-Life: An Energy-Efficient Aging Mitigation Framework for Improving the Lifetime of On-Chip Weight Memories in Deep Neural Network Hardware Architectures    Muhammad Abdullah Hanif, Muhammad Shafique arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  Inference  PDF
• 2021-01-25 AdderNet and its Minimalist Hardware Design for Energy-Efficient Artificial Intelligence    Yunhe Wang, Mingqiang Huang, Kai Han, Hanting Chen, Wei Zhang, Chunjing Xu, Dacheng Tao arXiv_CV arXiv_CV  Quantization  Enhancement  Pose  CNN  PDF
• 2021-01-24 Pruning and Quantization for Deep Neural Network Acceleration: A Survey    Tailin Liang, John Glossner, Lei Wang, Shaobo Shi arXiv_AI arXiv_AI  Quantization  Optimization  Survey  PDF
• 2021-01-23 Error Diffusion Halftoning Against Adversarial Examples    Shao-Yuan Lo, Vishal M. Patel arXiv_CV arXiv_CV  Quantization  Recognition  Adversarial  Pose  Prediction  PDF
• 2021-01-21 Generative Zero-shot Network Quantization    Xiangyu He, Qinghao Hu, Peisong Wang, Jian Cheng arXiv_AI arXiv_AI  Quantization  Recognition  Restoration  Zero-Shot  Optimization  GAN  CNN  PDF
• 2021-01-19 Multi-Task Network Pruning and Embedded Optimization for Real-time Deployment in ADAS    Flora Dellinger, Thomas Boulay, Diego Mendoza Barrenechea, Said El-Hachimi, Isabelle Leang, Fabien Bürger arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Optimization  Pose  Classification  Deep_Learning  Detection  Object_Detection  PDF
• 2021-01-15 KDLSQ-BERT: A Quantized Bert Combining Knowledge Distillation with Learned Step Size Quantization    Jing Jin, Cai Liang, Tiancheng Wu, Liqin Zou, Zhiliang Gan arXiv_AI arXiv_AI  Transformer  Quantization  Bert  Knowledge  Pose  Inference  Language_Model  PDF
• 2021-01-13 Fast convolutional neural networks on FPGAs with hls4ml    Thea Aarrestad, Vladimir Loncar, Maurizio Pierini, Sioni Summers, Jennifer Ngadiuba, Christoffer Petersson, Hampus Linander, Yutaro Iiyama, Giuseppe Di Guglielmo, Javier Duarte, Philip Harris, Dylan Rankin, Sergo Jindariani, Kevin Pedro, Nhan Tran, Mia Liu, Edward Kreinar, Zhenbin Wu, Duc Hoang arXiv_CV arXiv_CV  Quantization  CNN  Inference  PDF
• 2021-01-13 ABS: Automatic Bit Sharing for Model Compression    Jing Liu, Bohan Zhuang, Peng Chen, Yong Guo, Chunhua Shen, Jianfei Cai, Mingkui Tan arXiv_CV arXiv_CV  Quantization  Optimization  Pose  PDF
• 2021-01-12 Binary TTC: A Temporal Geofence for Autonomous Navigation    Abhishek Badki, Orazio Gallo, Jan Kautz, Pradeep Sen arXiv_CV arXiv_CV  Quantization  Knowledge  Classification  Autonomous  PDF
• 2021-01-07 Who's a Good Boy? Reinforcing Canine Behavior using Machine Learning in Real-Time    Jason Stock, Tom Cavey arXiv_CV arXiv_CV  Quantization  Optimization  Action  Classification  Image_Classification  Inference  PDF
• 2021-01-05 Noise Sensitivity-Based Energy Efficient and Robust Adversary Detection in Neural Networks    Rachel Sterneck, Abhishek Moitra, Priyadarshini Panda arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Detection  Object_Detection  Inference  PDF
• 2021-01-05 I-BERT: Integer-only BERT Quantization    Sehoon Kim, Amir Gholami, Zhewei Yao, Michael W. Mahoney, Kurt Keutzer arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Pose  Inference  PDF
• 2020-12-31 BinaryBERT: Pushing the Limit of BERT Quantization    Haoli Bai, Wei Zhang, Lu Hou, Lifeng Shang, Jing Jin, Xin Jiang, Qun Liu, Michael Lyu, Irwin King arXiv_CL arXiv_CL  Quantization  Bert  Pose  Language_Model  PDF
• 2020-12-31 Learned Multi-Resolution Variable-Rate Image Compression with Octave-based Residual Blocks    Mohammad Akbari, Jie Liang, Jingning Han, Chengjie Tu arXiv_CV arXiv_CV  Quantization  Enhancement  Pose  Deep_Learning  Image_Compression  PDF
• 2020-12-30 A Memory Efficient Baseline for Open Domain Question Answering    Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Sebastian Riedel, Edouard Grave arXiv_CL arXiv_CL  Quantization  Knowledge  QA  PDF
• 2020-12-26 Direct Quantization for Training Highly Accurate Low Bit-width Deep Neural Networks    Tuan Hoang, Thanh-Toan Do, Tam V. Nguyen, Ngai-Man Cheung arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Pose  Classification  CNN  Image_Classification  PDF
• 2020-12-26 Hybrid and Non-Uniform quantization methods using retro synthesis data for efficient inference    Tej pratap GVSL, Raja Kumar arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2020-12-25 Comprehensive Graph-conditional Similarity Preserving Network for Unsupervised Cross-modal Hashing    Jun Yu, Hao Zhou, Yibing Zhan, Dacheng Tao arXiv_CV arXiv_CV  Unsupervised  Quantization  Optimization  Relation  PDF
• 2020-12-24 FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training    Yonggan Fu, Haoran You, Yang Zhao, Yue Wang, Chaojian Li, Kailash Gopalakrishnan, Zhangyang Wang, Yingyan Lin arXiv_CV arXiv_CV  Quantization  Pose  Action  PDF
• 2020-12-21 DAQ: Distribution-Aware Quantization for Deep Image Super-Resolution Networks    Cheeun Hong, Heewon Kim, Junghun Oh, Kyoung Mu Lee arXiv_CV arXiv_CV  Quantization  Super_Resolution  Knowledge  Pose  CNN  PDF
• 2020-12-17 SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning    Hanrui Wang, Zhekai Zhang, Song Han arXiv_AI arXiv_AI  Quantization  Sparse  Pose  Attention  CNN  Inference  PDF
• 2020-12-17 Efficient CNN-LSTM based Image Captioning using Neural Network Compression    Harshit Rampal, Aman Mohanty arXiv_AI arXiv_AI  Image_Caption  Quantization  RNN  Caption  Inference  PDF
• 2020-12-15 CosSGD: Nonlinear Quantization for Communication-efficient Federated Learning    Yang He, Maximilian Zenk, Mario Fritz arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Gradient_Descent  Pose  Classification  Image_Classification  PDF
• 2020-12-15 Scalable Verification of Quantized Neural Networks    Thomas A. Henzinger, Mathias Lechner, Đorđe Žikelić arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2020-12-11 DeCoAR 2.0: Deep Contextualized Acoustic Representations with Vector Quantization    Shaoshi Ling, Yuzong Liu arXiv_CL arXiv_CL  Transformer  Reconstruction  Quantization  Recognition  Sparse  Represenation_Learning  RNN  Speech  Self-Supervised  Pose  Speech_Recognition  PDF
• 2020-12-11 Parallelized Rate-Distortion Optimized Quantization Using Deep Learning    Dana Kianfar, Auke Wiggers, Amir Said, Reza Pourreza, Taco Cohen arXiv_CV arXiv_CV  Quantization  Deep_Learning  CNN  PDF
• 2020-12-10 Robustness and Transferability of Universal Attacks on Compressed Models    Alberto G. Matachana, Kenneth T. Co, Luis Muñoz-González, David Martinez, Emil C. Lupu arXiv_AI arXiv_AI  Quantization  Adversarial  PDF
• 2020-12-03 Reliable Model Compression via Label-Preservation-Aware Loss Functions    Vinu Joseph, Shoaib Ahmed Siddiqui, Aditya Bhaskara, Ganesh Gopalakrishnan, Saurav Muralidharan, Michael Garland, Sheraz Ahmed, Andreas Dengel arXiv_AI arXiv_AI  Quantization  Quantitative  Deep_Learning  Prediction  PDF
• 2020-12-01 Communication-Efficient Federated Distillation    Felix Sattler, Arturo Marban, Roman Rischke, Wojciech Samek arXiv_AI arXiv_AI  Quantization  Classification  Image_Classification  Language_Model  PDF
• 2020-12-01 Boosting CNN-based primary quantization matrix estimation of double JPEG images via a classification-like architecture    Benedetta Tondi, Andrea Costranzo, Dequ Huang, Bin Li arXiv_CV arXiv_CV  Quantization  Pose  Classification  Deep_Learning  CNN  PDF
• 2020-11-30 A Tiny CNN Architecture for Medical Face Mask Detection for Resource-Constrained Endpoints    Puranjay Mohan, Aditya Jyoti Paul, Abhay Chirania arXiv_CV arXiv_CV  Quantization  Pose  Face  Detection  GAN  Medical  Inference  PDF
• 2020-11-30 FactorizeNet: Progressive Depth Factorization for Efficient Network Architecture Exploration Under Quantization Constraints    Stone Yun, Alexander Wong arXiv_CV arXiv_CV  Quantization  Pose  CNN  Inference  PDF
• 2020-11-30 Where Should We Begin? A Low-Level Exploration of Weight Initialization Impact on Quantized Behaviour of Deep Neural Networks    Stone Yun, Alexander Wong arXiv_CV arXiv_CV  Quantization  Optimization  Knowledge  Quantitative  CNN  Inference  PDF
• 2020-11-30 Training and Inference for Integer-Based Semantic Segmentation Network    Jiayi Yang, Lei Deng, Yukuan Yang, Yuan Xie, Guoqi Li arXiv_AI arXiv_AI  Segmentation  Quantization  Semantic_Segmentation  Pose  CNN  Inference  Prediction  PDF
• 2020-11-29 Fully Quantized Image Super-Resolution Networks    Hu Wang, Peng Chen, Bohan Zhuang, Chunhua Shen arXiv_CV arXiv_CV  Quantization  Super_Resolution  Pose  Face  GAN  Inference  PDF
• 2020-11-28 EdgeBERT: Optimizing On-Chip Inference for Multi-Task NLP    Thierry Tambe, Coleman Hooper, Lillian Pentecost, En-Yu Yang, Marco Donato, Victor Sanh, Alexander M. Rush, David Brooks, Gu-Yeon Wei arXiv_CL arXiv_CL  Transformer  Embedding  Quantization  Bert  Attention  Inference  Language_Model  PDF
• 2020-11-27 Rethinking Generalization in American Sign Language Prediction for Edge Devices with Extremely Low Memory Footprint    Aditya Jyoti Paul, Puranjay Mohan, Stuti Sehgal arXiv_AI arXiv_AI  Quantization  Pose  Detection  Inference  Prediction  PDF
• 2020-11-25 Reduced Reference Perceptual Quality Model and Application to Rate Control for 3D Point Cloud Compression    Qi Liu, Hui Yuan, Raouf Hamzaoui, Honglei Su, Junhui Hou, Huan Yang arXiv_CV arXiv_CV  Reconstruction  Quantization  Point_Cloud  3D  Optimization  Pose  Relation  PDF
• 2020-11-25 Evaluation of quality measures for color quantization    Giuliana Ramella arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Quantitative  Relation  Attention  PDF
• 2020-11-25 MetaGater: Fast Learning of Conditional Channel Gated Networks via Federated Meta-Learning    Sen Lin, Li Yang, Zhezhi He, Deliang Fan, Junshan Zhang arXiv_AI arXiv_AI  Quantization  Gradient_Descent  Pose  Deep_Learning  PDF
• 2020-11-24 A Review of Recent Advances of Binary Neural Networks for Edge Computing    Wenyu Zhao, Teli Ma, Xuan Gong, Baochang Zhang, David Doermann arXiv_AI arXiv_AI  NAS  Quantization  Recognition  Optimization  Review  Speech  Speech_Recognition  PDF
• 2020-11-20 HAWQV3: Dyadic Neural Network Quantization    Zhewei Yao, Zhen Dong, Zhangcheng Zheng, Amir Gholami, Jiali Yu, Eric Tan, Leyuan Wang, Qijing Huang, Yida Wang, Michael W. Mahoney, Kurt Keutzer arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2020-11-20 Empirical Evaluation of Deep Learning Model Compression Techniques on the WaveNet Vocoder    Sam Davis, Giuseppe Coccia, Sam Gooch, Julian Mack arXiv_SD arXiv_SD  Quantization  Speech  Pose  Survey  Deep_Learning  PDF
• 2020-11-20 A Genetic Algorithm Approach for ImageRepresentation Learning through Color Quantization    Érico M. Pereira, Ricardo da S. Torres, Jefersson A. dos Santos arXiv_CV arXiv_CV  Image_Caption  Quantization  Optimization  Represenation_Learning  Image_Retrieval  Pose  Action  PDF
• 2020-11-19 Learning in School: Multi-teacher Knowledge Inversion for Data-Free Quantization    Yuhang Li, Feng Zhu, Ruihao Gong, Mingzhu Shen, Fengwei Yu, Shaoqing Lu, Shi Gu arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  Face  Deep_Learning  Matching  PDF
• 2020-11-18 Layer-Wise Data-Free CNN Compression    Maxwell Horton, Yanzi Jin, Ali Farhadi, Mohammad Rastegari arXiv_CV arXiv_CV  Quantization  PDF
• 2020-11-18 Visual Forecasting of Time Series with Image-to-Image Regression    Naftali Cohen, Srijan Sood, Zhen Zeng, Tucker Balch, Manuela Veloso arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  CNN  Prediction  PDF
• 2020-11-17 Ultra-Lightweight Speech Separation via Group Communication    Yi Luo, Cong Han, Nima Mesgarani arXiv_SD arXiv_SD  Quantization  Enhancement  RNN  Speech  PDF
• 2020-11-13 Filter Pre-Pruning for Improved Fine-tuning of Quantized Deep Neural Networks    Jun Nishikawa, Ryoji Ikegaya arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-11-12 Automated Model Compression by Jointly Applied Pruning and Quantization    Wenting Tang, Xingxing Wei, Bo Li arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  Pose  Classification  Detection  Object_Detection  PDF
• 2020-11-10 Pixel precise unsupervised detection of viral particle proliferation in cellular imaging data    Birgitta Dresp-Langley, John M. Wandeto arXiv_CV arXiv_CV  Unsupervised  Quantization  Pose  Classification  Detection  GAN  Image_Classification  PDF
• 2020-11-09 PAMS: Quantized Super-Resolution via Parameterized Max Scale    Huixia Li, Chenqian Yan, Shaohui Lin, Xiawu Zheng, Yuchao Li, Baochang Zhang, Fan Yang, Rongrong Ji arXiv_CV arXiv_CV  Quantization  Super_Resolution  Knowledge  Pose  CNN  PDF
• 2020-11-08 The quantization error in a Self-Organizing Map as a contrast and colour specific indicator of single-pixel change in large random patterns    John M Wandeto, Birgitta Dresp-Langley arXiv_CV arXiv_CV  Unsupervised  Quantization  Deep_Learning  Detection  GAN  Medical  PDF
• 2020-11-07 Enhancement by postfiltering for speech and audio coding in ad-hoc sensor networks    Sneha Das, Tom Bäckström arXiv_SD arXiv_SD  Quantization  Enhancement  Speech  Pose  PDF
• 2020-11-04 Subtensor Quantization for Mobilenets    Thu Dinh, Andrey Melnikov, Vasilios Daskalopoulos, Sek Chai arXiv_CV arXiv_CV  Quantization  Pose  Classification  Image_Classification  Inference  PDF
• 2020-11-04 Paralinguistic Privacy Protection at the Edge    Ranya Aloufi, Hamed Haddadi, David Boyle arXiv_CL arXiv_CL  Quantization  Recognition  Optimization  Represenation_Learning  Speech  Emotion  Face  Action  Speech_Recognition  PDF
• 2020-11-04 S3-Net: A Fast and Lightweight Video Scene Understanding Network by Single-shot Segmentation    Yuan Cheng, Yuchao Yang, Hai-Bao Chen, Ngai Wong, Hao Yu arXiv_CV arXiv_CV  Segmentation  Quantization  3D  RNN  Pose  Autonomous  Inference  PDF
• 2020-11-04 Robust building footprint extraction from big multi-sensor data using deep competition network    Mehdi Khoshboresh-Masouleh, Mohammad R. Saradjian arXiv_CV arXiv_CV  Segmentation  Quantization  Point_Cloud  Pose  Action  Detection  CNN  PDF
• 2020-10-30 Audio Dequantization Using Sparse Convex Methods    Pavel Záviška, Pavel Rajmic, Ondřej Mokrý arXiv_SD arXiv_SD  Quantization  Sparse  Review  Pose  PDF
• 2020-10-30 Time regularization as a solution to mitigate quantization induced performance degradation    Bas Kieft, S. Hassan HosseinNia, Niranjan Saikumar arXiv_RO arXiv_RO  Quantization  Regularization  PDF
• 2020-10-30 Reset band for mitigatation of quantization induced performance degradation    Bas Kieft, S. Hassan HosseinNia, Niranjan Saikumar arXiv_RO arXiv_RO  Quantization  Pose  PDF
• 2020-10-29 Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks    Julieta Martinez, Jashan Shewakramani, Ting Wei Liu, Ioan Andrei Bârsan, Wenyuan Zeng, Raquel Urtasun arXiv_CV arXiv_CV  Segmentation  Quantization  Classification  Detection  Object_Detection  CNN  Image_Classification  PDF
• 2020-10-28 INT8 Winograd Acceleration for Conv1D Equipped ASR Models Deployed on Mobile Devices    Yiwu Yao, Yuchao Li, Chengyu Wang, Tianhang Yu, Houjiang Chen, Xiaotang Jiang, Jun Yang, Jun Huang, Wei Lin, Hui Shu, Chengfei Lv arXiv_CL arXiv_CL  Quantization  Recognition  Optimization  Knowledge  Speech  Pose  Speech_Recognition  Inference  PDF
• 2020-10-22 On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks    Wolfgang Roth, Günther Schindler, Holger Fröning, Franz Pernkopf arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  Prediction  PDF
• 2020-10-22 FleXOR: Trainable Fractional Quantization    Dongsoo Lee, Se Jung Kwon, Byeongwook Kim, Yongkweon Jeon, Baeseong Park, Jeongin Yun arXiv_CV arXiv_CV  Quantization  Pose  Action  Attention  Inference  PDF
• 2020-10-21 Mixed-Precision Embedding Using a Cache    Jie (Amy) Yang, Jianyu Huang, Jongsoo Park, Ping Tak Peter Tang, Andrew Tulloch arXiv_AI arXiv_AI  Embedding  Quantization  Pose  Deep_Learning  Recommendation  PDF
• 2020-10-19 Bi-Real Net V2: Rethinking Non-linearity for 1-bit CNNs and Going Beyond    Zhuo Su, Linpu Fang, Deke Guo, Duwen Hu, Matti Pietikäinen, Li Liu arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-10-17 CQ-VAE: Coordinate Quantized VAE for Uncertainty Estimation with Application to Disk Shape Analysis from Lumbar Spine MRI Images    Linchen Qian, Jiasong Chen, Timur Urakov, Weiyong Gu, Liang Liang arXiv_AI arXiv_AI  Segmentation  Quantization  Pose  Medical  Matching  PDF
• 2020-10-16 Volumetric Calculation of Quantization Error in 3-D Vision Systems    Eleni Bohacek, Andrew J. Coates, David R. Selviah arXiv_CV arXiv_CV  Quantization  PDF
• 2020-10-15 FPRaker: A Processing Element For Accelerating Neural Network Training    Omar Mohamed Awad, Mostafa Mahmoud, Isak Edo, Ali Hadi Zadeh, Ciaran Bannon, Anand Jayarajan, Gennady Pekhimenko, Andreas Moshovos arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2020-10-15 The NeteaseGames System for Voice Conversion Challenge 2020 with Vector-quantization Variational Autoencoder and WaveNet    Haitong Zhang arXiv_SD arXiv_SD  Quantization  Speech  Prediction  PDF
• 2020-10-14 Towards Accurate Quantization and Pruning via Data-free Knowledge Transfer    Chen Zhu, Zheng Xu, Ali Shafahi, Manli Shu, Amin Ghiasi, Tom Goldstein arXiv_CV arXiv_CV  Quantization  Optimization  Knowledge  Adversarial  PDF
• 2020-10-14 An Investigation on Different Underlying Quantization Schemes for Pre-trained Language Models    Zihan Zhao, Yuncong Liu, Lu Chen, Qi Liu, Rao Ma, Kai Yu arXiv_CL arXiv_CL  Quantization  Bert  Language_Model  PDF
• 2020-10-09 Real-time Mask Detection on Google Edge TPU    Keondo Park, Wonyoung Jang, Woochul Lee, Kisung Nam, Kihong Seong, Kyuwook Chai, Wen-Syan Li arXiv_CV arXiv_CV  Quantization  Detection  PDF
• 2020-10-09 Once Quantized for All: Progressively Searching for Quantized Efficient Models    Mingzhu Shen, Feng Liang, Chuming Li, Chen Lin, Ming Sun, Junjie Yan, Wanli Ouyang arXiv_CV arXiv_CV  NAS  Quantization  Attention  QA  PDF
• 2020-10-07 Optimizing Transformers with Approximate Computing for Faster, Smaller and more Accurate NLP Models    Amrit Nagarajan, Sanchari Sen, Jacob R. Stevens, Anand Raghunathan arXiv_AI arXiv_AI  Transformer  Quantization  Transfer_Learning  Bert  Pose  Attention  Matching  PDF
• 2020-10-06 Characterising Bias in Compressed Models    Sara Hooker, Nyalleng Moorosi, Gregory Clark, Samy Bengio, Emily Denton arXiv_AI arXiv_AI  Quantization  Pose  Face  Quantitative  PDF
• 2020-10-05 Joint Pruning & Quantization for Extremely Sparse Neural Networks    Po-Hsiang Yu, Sih-Sian Wu, Jan P. Klopp, Liang-Gee Chen, Shao-Yi Chien arXiv_CV arXiv_CV  Quantization  Sparse  Pose  Prediction  PDF
• 2020-10-01 How LSTM Encodes Syntax: Exploring Context Vectors and Semi-Quantization on Natural Text    Chihiro Shibata, Kei Uchiumi, Daichi Mochihashi arXiv_CL arXiv_CL  Quantization  RNN  Regularization  Speech  Language_Model  PDF
• 2020-09-29 BAMSProd: A Step towards Generalizing the Adaptive Optimization Methods to Deep Binary Model    Junjie Liu, Dongchao Wen, Deyu Wang, Wei Tao, Tse-Wei Chen, Kinya Osa, Masami Kato arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Face  PDF
• 2020-09-28 Rotated Binary Neural Network    Mingbao Lin, Rongrong Ji, Zihan Xu, Baochang Zhang, Yan Wang, Yongjian Wu, Feiyue Huang, Chia-Wen Lin arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-09-27 Learning to Improve Image Compression without Changing the Standard Decoder    Yannick Strümpler, Ren Yang, Radu Timofte arXiv_CV arXiv_CV  Quantization  Pose  Image_Compression  PDF
• 2020-09-27 TernaryBERT: Distillation-aware Ultra-low Bit BERT    Wei Zhang, Lu Hou, Yichun Yin, Lifeng Shang, Xiao Chen, Xin Jiang, Qun Liu arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Knowledge  Pose  PDF
• 2020-09-22 Adaptive Debanding Filter    Zhengzhong Tu, Jessie Lin, Yilin Wang, Balu Adsumilli, Alan C. Bovik arXiv_CV arXiv_CV  Quantization  Enhancement  Pose  Quantitative  Contour  Attention  PDF
• 2020-09-20 Tb/s Polar Successive Cancellation Decoder 16nm ASIC Implementation    Altuğ Süral, E. Göksu Sezer, Ertuğrul Kolağasıoğlu, Veerle Derudder, Kaoutar Bertrand arXiv_CV arXiv_CV  Quantization  PDF
• 2020-09-18 Probabilistically Sampled and Spectrally Clustered Plant Genotypes using Phenotypic Characteristics    Aditya A. Shastri, Kapil Ahuja, Milind B. Ratnaparkhe, Yann Busnel arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2020-09-18 Searching for Low-Bit Weights in Quantized Neural Networks    Zhaohui Yang, Yunhe Wang, Kai Han, Chunjing Xu, Chao Xu, Dacheng Tao, Chang Xu arXiv_CV arXiv_CV  Quantization  Super_Resolution  Optimization  Pose  Classification  Image_Classification  PDF
• 2020-09-17 Scaling Up Deep Neural Network Optimization for Edge Inference    Bingqian Lu, Jianyi Yang, Shaolei Ren arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Drone  Inference  PDF
• 2020-09-17 Towards Fully 8-bit Integer Inference for the Transformer Model    Ye Lin, Yanyang Li, Tengbo Liu, Tong Xiao, Tongran Liu, Jingbo Zhu arXiv_CL arXiv_CL  Transformer  Quantization  Inference  Language_Model  PDF
• 2020-09-16 MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework    Sung-En Chang, Yanyu Li, Mengshu Sun, Weiwen Jiang, Runbin Shi, Xue Lin, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Inference  PDF
• 2020-09-16 Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation    Insoo Chung, Byeongwook Kim, Yoonjung Choi, Se Jung Kwon, Yongkweon Jeon, Baeseong Park, Sangha Kim, Dongsoo Lee arXiv_CL arXiv_CL  Transformer  Embedding  Quantization  Pose  NMT  Inference  PDF
• 2020-09-15 Approximate spectral clustering using both reference vectors and topology of the network generated by growing neural gas    Kazuhisa Fujita arXiv_AI arXiv_AI  Quantization  Pose  Action  Relation  PDF
• 2020-09-15 Learning a Single Model with a Wide Range of Quality Factors for JPEG Image Artifacts Removal    Jianwei Li, Yongtao Wang, Haihua Xie, Kai-Kuang Ma arXiv_CV arXiv_CV  Quantization  Restoration  Pose  CNN  PDF
• 2020-09-14 Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices    Anton Trusov, Elena Limonova, Dmitry Slugin, Dmitry Nikolaev, Vladimir V. Arlazarov arXiv_CV arXiv_CV  Quantization  Recognition  OCR  Pose  CNN  Inference  PDF
• 2020-09-10 QuantNet: Learning to Quantize by Learning within Fully Differentiable Framework    Junjie Liu, Dongchao Wen, Deyu Wang, Wei Tao, Tse-Wei Chen, Kinya Osa, Masami Kato arXiv_CV arXiv_CV  Quantization  Pose  Quantitative  Matching  PDF
• 2020-09-09 On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective    SeongUk Park, Kiyoon Yoo, Nojun Kwak arXiv_AI arXiv_AI  NAS  Quantization  Regularization  Knowledge  PDF
• 2020-09-03 Layer-specific Optimization for Mixed Data Flow with Mixed Precision in FPGA Design for CNN-based Object Detectors    Duy Thanh Nguyen, Hyun Kim, Hyuk-Jae Lee arXiv_CV arXiv_CV  Quantization  Enhancement  Optimization  Pose  Detection  Object_Detection  GAN  CNN  PDF
• 2020-09-02 Transform Quantization for CNN Compression    Sean I. Young, Wang Zhe, David Taubman, Bernd Girod arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Relation  CNN  Inference  PDF
• 2020-09-02 A new heuristic algorithm for fast k-segmentation    Sabarish Vadarevu, Vijay Karamcheti arXiv_CV arXiv_CV  Segmentation  Quantization  Pose  Action  PDF
• 2020-09-01 Heatmap Regression via Randomized Rounding    Baosheng Yu, Dacheng Tao arXiv_CV