Quantization

Quantization

• 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
• 2021-04-10 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
• 2020-10-21 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
• 2020-09-18 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 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 arXiv_CV  Quantization  Facial_Landmark  Pose_Estimation  Pose  Action  Deep_Learning  PDF
• 2020-09-01 Object Detection-Based Variable Quantization Processing    Likun Liu, Hua Qi arXiv_CV arXiv_CV  Quantization  Pose  Detection  Object_Detection  PDF
• 2020-08-31 An Integrated Approach to Produce Robust Models with High Efficiency    Zhijian Li, Bao Wang, Jack Xin arXiv_CV arXiv_CV  Quantization  Sparse  Adversarial  PDF
• 2020-08-28 Non-Local Musical Statistics as Guides for Audio-to-Score Piano Transcription    Kentaro Shibata, Eita Nakamura, Kazuyoshi Yoshii arXiv_SD arXiv_SD  Quantization  Knowledge  Detection  PDF
• 2020-08-27 Estimating Uniqueness of Human Voice UsingI-Vector Representation    Erkam Sinan Tandogan, Husrev Taha Sencar arXiv_SD arXiv_SD  Quantization  Recognition  Speech  Pose  PDF
• 2020-08-25 GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework    Haotao Wang, Shupeng Gui, Haichuan Yang, Ji Liu, Zhangyang Wang arXiv_CV arXiv_CV  Quantization  Style_Transfer  Optimization  Adversarial  Pose  GAN  PDF
• 2020-08-24 Lossy Image Compression with Normalizing Flows    Leonhard Helminger, Abdelaziz Djelouah, Markus Gross, Christopher Schroers arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  Deep_Learning  Image_Compression  PDF
• 2020-08-22 One Weight Bitwidth to Rule Them All    Ting-Wu Chin, Pierce I-Jen Chuang, Vikas Chandra, Diana Marculescu arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Classification  Image_Classification  PDF
• 2020-08-20 Utilizing Explainable AI for Quantization and Pruning of Deep Neural Networks    Muhammad Sabih, Frank Hannig, Juergen Teich arXiv_AI arXiv_AI  Quantization  Classification  Deep_Learning  Image_Classification  PDF
• 2020-08-20 An Inter-Layer Weight Prediction and Quantization for Deep Neural Networks based on a Smoothly Varying Weight Hypothesis    Kang-Ho Lee, JoonHyun Jeong, Sung-Ho Bae arXiv_CV arXiv_CV  Quantization  Pose  Prediction  PDF
• 2020-08-19 Channel-wise Hessian Aware trace-Weighted Quantization of Neural Networks    Xu Qian, Victor Li, Crews Darren arXiv_CV arXiv_CV  Quantization  Reinforcement_Learning  Pose  PDF
• 2020-08-16 False Detection in Object Detection    Subrata Goswami arXiv_CV arXiv_CV  Quantization  Deep_Learning  Detection  Object_Detection  PDF
• 2020-08-16 Unsupervised Acoustic Unit Representation Learning for Voice Conversion using WaveNet Auto-encoders    Mingjie Chen, Thomas Hain arXiv_SD arXiv_SD  Unsupervised  Quantization  Represenation_Learning  Speech  PDF
• 2020-08-16 Audio Dequantization for High Fidelity Audio Generation in Flow-based Neural Vocoder    Hyun-Wook Yoon, Sang-Hoon Lee, Hyeong-Rae Noh, Seong-Whan Lee arXiv_CL arXiv_CL  Quantization  Speech  Pose  PDF
• 2020-08-15 ECG beats classification via online sparse dictionary and time pyramid matching    Nanyu Li, Yujuan Si, Duo Deng, Chunyu Yuan arXiv_AI arXiv_AI  Reconstruction  Quantization  Sparse  Pose  Quantitative  Classification  Matching  PDF
• 2020-08-13 Weight Equalizing Shift Scaler-Coupled Post-training Quantization    Jihun Oh, SangJeong Lee, Meejeong Park, Pooni Walagaurav, Kiseok Kwon arXiv_CV arXiv_CV  Quantization  Pose  CNN  PDF
• 2020-08-12 Compression of Deep Learning Models for Text: A Survey    Manish Gupta, Puneet Agrawal arXiv_AI arXiv_AI  Transformer  Quantization  Bert  RNN  Knowledge  Survey  Deep_Learning  GAN  PDF
• 2020-08-12 FATNN: Fast and Accurate Ternary Neural Networks    Peng Chen, Bohan Zhuang, Chunhua Shen arXiv_CV arXiv_CV  Quantization  Pose  Classification  Attention  Image_Classification  Inference  PDF
• 2020-08-11 End-to-End Rate-Distortion Optimization for Bi-Directional Learned Video Compression    M. Akin Yilmaz, A. Murat Tekalp arXiv_CV arXiv_CV  Quantization  Optimization  Pose  PDF
• 2020-08-11 The Sockeye 2 Neural Machine Translation Toolkit at AMTA 2020    Tobias Domhan, Michael Denkowski, David Vilar, Xing Niu, Felix Hieber, Kenneth Heafield arXiv_CL arXiv_CL  Quantization  NMT  Inference  PDF
• 2020-08-11 Hardware-Centric AutoML for Mixed-Precision Quantization    Kuan Wang, Zhijian Liu, Yujun Lin, Ji Lin, Song Han arXiv_CV arXiv_CV  Quantization  Reinforcement_Learning  Inference  PDF
• 2020-08-11 PROFIT: A Novel Training Method for sub-4-bit MobileNet Models    Eunhyeok Park, Sungjoo Yoo arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-08-11 Unsupervised Learning For Sequence-to-sequence Text-to-speech For Low-resource Languages    Haitong Zhang, Yue Lin arXiv_SD arXiv_SD  Unsupervised  Quantization  Speech  Pose  Attention  PDF
• 2020-08-07 In-Depth DCT Coefficient Distribution Analysis for First Quantization Estimation    Sebastiano Battiato (1), Oliver Giudice (1), Francesco Guarnera (1), Giovanni Puglisi (2) ((1) University of Catania, (2) University of Cagliari) arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-08-05 Fast top-K Cosine Similarity Search through XOR-Friendly Binary Quantization on GPUs    Xiaozheng Jian, Jianqiu Lu, Zexi Yuan, Ao Li arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-08-03 The Rate-Distortion-Accuracy Tradeoff: JPEG Case Study    Xiyang Luo, Hossein Talebi, Feng Yang, Michael Elad, Peyman Milanfar arXiv_CV arXiv_CV  Quantization  Recognition  Optimization  Classification  PDF
• 2020-08-02 Deep Multi-modality Soft-decoding of Very Low Bit-rate Face Videos    Yanhui Guo, Xi Zhang, Xiaolin Wu arXiv_CV arXiv_CV  Quantization  Restoration  Pose  Emotion  Face  Deep_Learning  Relation  PDF
• 2020-07-28 On the Impact of Lossy Image and Video Compression on the Performance of Deep Convolutional Neural Network Architectures    Matt Poyser, Amir Atapour-Abarghouei, Toby P. Breckon arXiv_CV arXiv_CV  Image_Caption  Segmentation  Quantization  Semantic_Segmentation  Recognition  Pose_Estimation  Adversarial  Pose  Action_Recognition  Action  Classification  Deep_Learning  Detection  Relation  Object_Detection  GAN  Image_Compression  CNN  Prediction  PDF
• 2020-07-23 End-to-end Learning of Compressible Features    Saurabh Singh, Sami Abu-El-Haija, Nick Johnston, Johannes Ballé, Abhinav Shrivastava, George Toderici arXiv_CV arXiv_CV  Quantization  Regularization  Pose  Action  CNN  PDF
• 2020-07-20 Search What You Want: Barrier Panelty NAS for Mixed Precision Quantization    Haibao Yu, Qi Han, Jianbo Li, Jianping Shi, Guangliang Cheng, Bin Fan arXiv_AI arXiv_AI  Quantization  Pose  Classification  Detection  Inference  PDF
• 2020-07-20 HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs    Hai Victor Habi, Roy H. Jennings, Arnon Netzer arXiv_CV arXiv_CV  Quantization  Pose  Classification  PDF
• 2020-07-19 DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks    Hassan Dbouk, Hetul Sanghvi, Mahesh Mehendale, Naresh Shanbhag arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2020-07-19 Exploiting vulnerabilities of deep neural networks for privacy protection    Ricardo Sanchez-Matilla, Chau Yi Li, Ali Shahin Shamsabadi, Riccardo Mazzon, Andrea Cavallaro arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Inference  PDF
• 2020-07-19 Resolution Switchable Networks for Runtime Efficient Image Recognition    Yikai Wang, Fuchun Sun, Duo Li, Anbang Yao arXiv_CV arXiv_CV  Quantization  Recognition  Knowledge  Pose  CNN  Inference  PDF
• 2020-07-17 Training with reduced precision of a support vector machine model for text classification    Dominik Żurek, Marcin Pietroń arXiv_CL arXiv_CL  Quantization  Text_Classification  Classification  PDF
• 2020-07-16 Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data Augmentation    Hu Hu, Chao-Han Huck Yang, Xianjun Xia, Xue Bai, Xin Tang, Yajian Wang, Shutong Niu, Li Chai, Juanjuan Li, Hongning Zhu, Feng Bao, Yuanjun Zhao, Sabato Marco Siniscalchi, Yannan Wang, Jun Du, Chin-Hui Lee arXiv_SD arXiv_SD  Quantization  Scene_Classification  Pose  Classification  CNN  PDF
• 2020-07-15 Image De-Quantization Using Generative Models as Priors    Kalliopi Basioti, George V. Moustakides arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-07-15 Finding Non-Uniform Quantization Schemes usingMulti-Task Gaussian Processes    Marcelo Gennari do Nascimento, Theo W. Costain, Victor Adrian Prisacariu arXiv_CV arXiv_CV  NAS  Quantization  Pose  PDF
• 2020-07-15 Channel-Level Variable Quantization Network for Deep Image Compression    Zhisheng Zhong, Hiroaki Akutsu, Kiyoharu Aizawa arXiv_CV arXiv_CV  Reconstruction  Quantization  Pose  Quantitative  Image_Compression  CNN  PDF
• 2020-07-14 AQD: Towards Accurate Quantized Object Detection    Jing Liu, Bohan Zhuang, Peng Chen, Mingkui Tan, Chunhua Shen arXiv_CV arXiv_CV  Quantization  Pose  Classification  Detection  Object_Detection  Image_Classification  Inference  PDF
• 2020-07-13 Term Revealing: Furthering Quantization at Run Time on Quantized DNNs    H. T. Kung, Bradley McDanel, Sai Qian Zhang arXiv_CV arXiv_CV  Quantization  RNN  Pose  Inference  PDF
• 2020-07-13 Experimental results on palmvein-based personal recognition by multi-snapshot fusion of textural features    Mohanad Abukmeil, Gian Luca Marcialis arXiv_CV arXiv_CV  Quantization  Recognition  Pose  PDF
• 2020-07-10 Quantization in Relative Gradient Angle Domain For Building Polygon Estimation    Yuhao Chen, Yifan Wu, Linlin Xu, Alexander Wong arXiv_CV arXiv_CV  Segmentation  Quantization  Knowledge  Pose  Action  Relation  Contour  CNN  PDF
• 2020-07-08 AUSN: Approximately Uniform Quantization by Adaptively Superimposing Non-uniform Distribution for Deep Neural Networks    Liu Fangxin, Zhao Wenbo, Wang Yanzhi, Dai Changzhi, Jiang Li arXiv_CV arXiv_CV  Quantization  Pose  Quantitative  Classification  Image_Classification  Inference  PDF
• 2020-07-04 FracBits: Mixed Precision Quantization via Fractional Bit-Widths    Linjie Yang, Qing Jin arXiv_CV arXiv_CV  Quantization  Optimization  Regularization  Pose  Action  PDF
• 2020-07-02 Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights    Shail Dave, Riyadh Baghdadi, Tony Nowatzki, Sasikanth Avancha, Aviral Shrivastava, Baoxin Li arXiv_CV arXiv_CV  Quantization  Enhancement  Optimization  Sparse  Survey  Medical  Recommendation  PDF
• 2020-06-30 EasyQuant: Post-training Quantization via Scale Optimization    Di Wu, Qi Tang, Yongle Zhao, Ming Zhang, Ying Fu, Debing Zhang arXiv_CV arXiv_CV  Quantization  Optimization  Deep_Learning  CNN  Inference  PDF
• 2020-06-26 Making DensePose fast and light    Ruslan Rakhimov, Emil Bogomolov, Alexandr Notchenko, Fung Mao, Alexey Artemov, Denis Zorin, Evgeny Burnaev arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Deep_Learning  Detection  Inference  PDF
• 2020-06-24 Unsupervised Cross-lingual Representation Learning for Speech Recognition    Alexis Conneau, Alexei Baevski, Ronan Collobert, Abdelrahman Mohamed, Michael Auli arXiv_CL arXiv_CL  Unsupervised  Quantization  Recognition  Represenation_Learning  Speech  Self-Supervised  Speech_Recognition  PDF
• 2020-06-21 Efficient Integer-Arithmetic-Only Convolutional Neural Networks    Hengrui Zhao, Dong Liu, Houqiang Li arXiv_CV arXiv_CV  Quantization  Recognition  Super_Resolution  Pose  CNN  Inference  PDF
• 2020-06-20 wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations    Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, Michael Auli arXiv_CL arXiv_CL  Quantization  Recognition  Speech  Self-Supervised  Speech_Recognition  PDF
• 2020-06-19 COVIDLite: A depth-wise separable deep neural network with white balance and CLAHE for detection of COVID-19    Manu Siddhartha, Avik Santra arXiv_CV arXiv_CV  Quantization  Sparse  Pose  Classification  Detection  CNN  Image_Classification  PDF
• 2020-06-17 Universally Quantized Neural Compression    Eirikur Agustsson, Lucas Theis arXiv_CV arXiv_CV  Quantization  PDF
• 2020-06-17 StatAssist & GradBoost: A Study on Optimal INT8 Quantization-aware Training from Scratch    Taehoon Kim, Youngjoon Yoo, Jihoon Yang arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Style_Transfer  Optimization  Pose  Classification  Detection  Object_Detection  QA  PDF
• 2020-06-16 Quantization of Acoustic Model Parameters in Automatic Speech Recognition Framework    Amrutha Prasad, Petr Motlicek, Srikanth Madikeri arXiv_SD arXiv_SD  Quantization  Recognition  Speech  Speech_Recognition  Inference  Language_Model  PDF
• 2020-06-16 CNN Acceleration by Low-rank Approximation with Quantized Factors    Nikolay Kozyrskiy, Anh-Huy Phan arXiv_CV arXiv_CV  Quantization  Restoration  Pose  Classification  CNN  PDF
• 2020-06-15 HyperFlow: Representing 3D Objects as Surfaces    Przemysław Spurek, Maciej Zięba, Jacek Tabor, Tomasz Trzciński arXiv_CV arXiv_CV  Quantization  Point_Cloud  3D  Optimization  Pose  Face  Autonomous  PDF
• 2020-06-15 APQ: Joint Search for Network Architecture, Pruning and Quantization Policy    Tianzhe Wang, Kuan Wang, Han Cai, Ji Lin, Zhijian Liu, Song Han arXiv_CV arXiv_CV  Quantization  Optimization  Knowledge  Pose  Deep_Learning  Inference  PDF
• 2020-06-15 Neural gradients are lognormally distributed: understanding sparse and quantized training    Brian Chmiel, Liad Ben-Uri, Moran Shkolnik, Elad Hoffer, Ron Banner, Daniel Soudry arXiv_CV arXiv_CV  Quantization  Sparse  PDF
• 2020-06-09 Neural Network Activation Quantization with Bitwise Information Bottlenecks    Xichuan Zhou, Kui Liu, Cong Shi, Haijun Liu, Ji Liu arXiv_CV arXiv_CV  Quantization  Sparse  Pose  PDF
• 2020-06-07 VQVC+: One-Shot Voice Conversion by Vector Quantization and U-Net architecture    Da-Yi Wu, Yen-Hao Chen, Hung-Yi Lee arXiv_SD arXiv_SD  Quantization  Adversarial  Speech  Pose  PDF
• 2020-05-28 LR-CNN: Local-aware Region CNN for Vehicle Detection in Aerial Imagery    Wentong Liao, Xiang Chen, Jingfeng Yang, Stefan Roth, Michael Goesele, Michael Ying Yang, Bodo Rosenhahn arXiv_CV arXiv_CV  Quantization  Detection  Object_Detection  CNN  PDF
• 2020-05-28 Quantifying the Complexity of Standard Benchmarking Datasets for Long-Term Human Trajectory Prediction    Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens arXiv_CV arXiv_CV  Quantization  Pose  Prediction  PDF
• 2020-05-28 A Feature-map Discriminant Perspective for Pruning Deep Neural Networks    Zejiang Hou, Sun-Yuan Kung arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-05-27 Accelerating Neural Network Inference by Overflow Aware Quantization    Hongwei Xie, Shuo Zhang, Huanghao Ding, Yafei Song, Baitao Shao, Conggang Hu, Ling Cai, Mingyang Li arXiv_AI arXiv_AI  Segmentation  Quantization  Semantic_Segmentation  Pose  Classification  Detection  Object_Detection  Image_Classification  Inference  PDF
• 2020-05-26 Local Motion Planner for Autonomous Navigation in Vineyards with a RGB-D Camera-Based Algorithm and Deep Learning Synergy    Diego Aghi, Vittorio Mazzia, Marcello Chiaberge arXiv_CV arXiv_CV  Quantization  Transfer_Learning  Knowledge  Survey  Deep_Learning  Attention  Autonomous  Inference  PDF
• 2020-05-22 Position-based Scaled Gradient for Model Quantization and Sparse Training    Jangho Kim, KiYoon Yoo, Nojun Kwak arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Sparse  Pose  PDF
• 2020-05-21 Conditionally Deep Hybrid Neural Networks Across Edge and Cloud    Yinghan Long, Indranil Chakraborty, Kaushik Roy arXiv_CV arXiv_CV  Quantization  Pose  Classification  Deep_Learning  Image_Classification  Inference  PDF
• 2020-05-20 TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids    Igor Fedorov, Marko Stamenovic, Carl Jensen, Li-Chia Yang, Ari Mandell, Yiming Gan, Matthew Mattina, Paul N. Whatmough arXiv_SD arXiv_SD  Quantization  Enhancement  RNN  Speech  Pose  PDF
• 2020-05-19 Vector-quantized neural networks for acoustic unit discovery in the ZeroSpeech 2020 challenge    Benjamin van Niekerk, Leanne Nortje, Herman Kamper arXiv_CL arXiv_CL  Quantization  Speech  Pose  PDF
• 2020-05-18 VecQ: Minimal Loss DNN Model Compression With Vectorized Weight Quantization    Cheng Gong, Yao Chen, Ye Lu, Tao Li, Cong Hao, Deming Chen arXiv_CV arXiv_CV  Quantization  Optimization  Salient  Review  Pose  Action  Detection  Object_Detection  PDF
• 2020-05-18 Attention-based Transducer for Online Speech Recognition    Bin Wang, Yan Yin, Hui Lin arXiv_CL arXiv_CL  Quantization  Recognition  RNN  Speech  Pose  Classification  Attention  Speech_Recognition  PDF
• 2020-05-16 JNCD-Based Perceptual Compression of RGB 4:4:4 Image Data    Lee Prangnell, Victor Sanchez arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-05-16 MicroNet for Efficient Language Modeling    Zhongxia Yan, Hanrui Wang, Demi Guo, Song Han arXiv_CL arXiv_CL  Transformer  Embedding  Quantization  Knowledge  Language_Model  PDF
• 2020-05-14 Bi3D: Stereo Depth Estimation via Binary Classifications    Abhishek Badki, Alejandro Troccoli, Kihwan Kim, Jan Kautz, Pradeep Sen, Orazio Gallo arXiv_CV arXiv_CV  Quantization  3D  Classification  Autonomous  PDF
• 2020-05-14 Bayesian Bits: Unifying Quantization and Pruning    Mart van Baalen, Christos Louizos, Markus Nagel, Rana Ali Amjad, Ying Wang, Tijmen Blankevoort, Max Welling arXiv_CV arXiv_CV  Quantization  Optimization  Regularization  Pose  Inference  PDF
• 2020-05-08 Data-Free Network Quantization With Adversarial Knowledge Distillation    Yoojin Choi, Jihwan Choi, Mostafa El-Khamy, Jungwon Lee arXiv_CV arXiv_CV  Quantization  Knowledge  Adversarial  Pose  Deep_Learning  Inference  Matching  PDF
• 2020-05-07 Visualisation and knowledge discovery from interpretable models    Sreejita Ghosh, Peter Tino, Kerstin Bunte arXiv_AI arXiv_AI  Quantization  Knowledge  PDF
• 2020-05-07 WSMN: An optimized multipurpose blind watermarking in Shearlet domain using MLP and NSGA-II    Behrouz Bolourian Haghighi, Amir Hossein Taherinia, Ahad Harati, Modjtaba Rouhani arXiv_CV arXiv_CV  Embedding  Quantization  Optimization  Pose  PDF
• 2020-05-04 CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning    Yuanrui Dong, Peng Zhao, Hanqiao Yu, Cong Zhao, Shusen Yang arXiv_CV arXiv_CV  Quantization  Classification  Deep_Learning  PDF
• 2020-05-03 A Little Bit More: Bitplane-Wise Bit-Depth Recovery    Abhijith Punnappurath, Michael S. Brown arXiv_CV arXiv_CV  Reconstruction  Quantization  3D  Pose  Deep_Learning  Inference  PDF
• 2020-04-29 General Purpose Text Embeddings from Pre-trained Language Models for Scalable Inference    Jingfei Du, Myle Ott, Haoran Li, Xing Zhou, Veselin Stoyanov arXiv_CL arXiv_CL  Embedding  Quantization  Knowledge  Pose  Action  Inference  Language_Model  Prediction  PDF
• 2020-04-27 DWT-GBT-SVD-based Robust Speech Steganography    Noshin Amiri, Iman Naderi arXiv_SD arXiv_SD  Quantization  Speech  Pose  GAN  PDF
• 2020-04-24 Lite Transformer with Long-Short Range Attention    Zhanghao Wu, Zhijian Liu, Ji Lin, Yujun Lin, Song Han arXiv_CL arXiv_CL  Transformer  NAS  Quantization  Relation  Attention  Summarization  Language_Model  PDF
• 2020-04-24 Quantization of Deep Neural Networks for Accumulator-constrained Processors    Barry de Bruin, Zoran Zivkovic, Henk Corporaal arXiv_CV arXiv_CV  Quantization  Classification  Image_Classification  PDF
• 2020-04-24 Automatic low-bit hybrid quantization of neural networks through meta learning    Tao Wang, Junsong Wang, Chang Xu, Chao Xue arXiv_CV arXiv_CV  Quantization  Reinforcement_Learning  Inference  PDF
• 2020-04-23 Flexible framework for audio restoration    Ondřej Mokrý, Pavel Rajmic, Pavel Záviška arXiv_SD arXiv_SD  Quantization  Inpainting  Restoration  PDF
• 2020-04-22 QUANOS- Adversarial Noise Sensitivity Driven Hybrid Quantization of Neural Networks    Priyadarshini Panda arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Relation  PDF
• 2020-04-22 Up or Down? Adaptive Rounding for Post-Training Quantization    Markus Nagel, Rana Ali Amjad, Mart van Baalen, Christos Louizos, Tijmen Blankevoort arXiv_CV arXiv_CV  Quantization  Optimization  Pose  PDF
• 2020-04-20 Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation    Hao Wu, Patrick Judd, Xiaojie Zhang, Mikhail Isaev, Paulius Micikevicius arXiv_AI arXiv_AI  Quantization  Bert  Review  Speech  Deep_Learning  Inference  PDF
• 2020-04-20 LSQ+: Improving low-bit quantization through learnable offsets and better initialization    Yash Bhalgat, Jinwon Lee, Markus Nagel, Tijmen Blankevoort, Nojun Kwak arXiv_AI arXiv_AI  Quantization  Knowledge  Pose  PDF
• 2020-04-17 Quantization Guided JPEG Artifact Correction    Max Ehrlich, Ser-Nam Lim, Larry Davis, Abhinav Shrivastava arXiv_CV arXiv_CV  Quantization  Image_Compression  PDF
• 2020-04-16 Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning    Jyotibdha Acharya, Arindam Basu arXiv_SD arXiv_SD  Quantization  RNN  Knowledge  Pose  Classification  Deep_Learning  Detection  PDF
• 2020-04-16 Single upper limb pose estimation method based on improved stacked hourglass network    Gang Peng, Yuezhi Zheng, Jianfeng Li, Jin Yang, Zhonghua Deng arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Detection  PDF
• 2020-04-13 Technical Report: NEMO DNN Quantization for Deployment Model    Francesco Conti arXiv_AI arXiv_AI  Quantization  Inference  PDF
• 2020-04-07 Unsupervised Person Re-identification via Softened Similarity Learning    Yutian Lin, Lingxi Xie, Yu Wu, Chenggang Yan, Qi Tian arXiv_CV arXiv_CV  Person_Re-identification  Unsupervised  Quantization  Classification  GAN  Re-identification  PDF
• 2020-04-07 Deep Attentive Generative Adversarial Network for Photo-Realistic Image De-Quantization    Yang Zhang, Changhui Hu, Xiaobo Lu arXiv_CV arXiv_CV  Quantization  Image_Generation  Super_Resolution  Adversarial  Pose  Quantitative  Attention  GAN  PDF
• 2020-04-06 CNN2Gate: Toward Designing a General Framework for Implementation of Convolutional Neural Networks on FPGA    Alireza Ghaffari, Yvon Savaria arXiv_CV arXiv_CV  Quantization  Reinforcement_Learning  Optimization  CNN  PDF
• 2020-04-05 Attentive One-Dimensional Heatmap Regression for Facial Landmark Detection and Tracking    Shi Yin, Shangfei Wang, Xiaoping Chen, Enhong Chen arXiv_CV arXiv_CV  Tracking  Quantization  Facial_Landmark  Pose  Detection  Object_Detection  Attention  PDF
• 2020-04-05 Feature Quantization Improves GAN Training    Yang Zhao, Chunyuan Li, Ping Yu, Jianfeng Gao, Changyou Chen arXiv_CV arXiv_CV  Unsupervised  Quantization  Pose  Face  GAN  Matching  PDF
• 2020-04-02 Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline    Yu-Lun Liu, Wei-Sheng Lai, Yu-Sheng Chen, Yi-Lung Kao, Ming-Hsuan Yang, Yung-Yu Chuang, Jia-Bin Huang arXiv_CV arXiv_CV  Reconstruction  Quantization  Knowledge  Pose  Quantitative  PDF
• 2020-04-01 A Modular Neural Network Based Deep Learning Approach for MIMO Signal Detection    Songyan Xue, Yi Ma, Na Yi, Terence E. Dodgson arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  Detection  PDF
• 2020-03-31 Binary Neural Networks: A Survey    Haotong Qin, Ruihao Gong, Xianglong Liu, Xiao Bai, Jingkuan Song, Nicu Sebe arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Optimization  Pose  Face  Survey  Classification  Detection  Object_Detection  Image_Classification  PDF
• 2020-03-30 Improved Gradient based Adversarial Attacks for Quantized Networks    Kartik Gupta, Thalaiyasingam Ajanthan arXiv_CV arXiv_CV  Quantization  Adversarial  PDF
• 2020-03-27 Acceleration of Convolutional Neural Network Using FFT-Based Split Convolutions    Kamran Chitsaz, Mohsen Hajabdollahi, Nader Karimi, Shadrokh Samavi, Shahram Shirani arXiv_CV arXiv_CV  Quantization  Pose  CNN  PDF
• 2020-03-27 A Short Note on Analyzing Sequence Complexity in Trajectory Prediction Benchmarks    Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens arXiv_RO arXiv_RO  Quantization  Pose  Prediction  PDF
• 2020-03-24 A Survey of Methods for Low-Power Deep Learning and Computer Vision    Abhinav Goel, Caleb Tung, Yung-Hsiang Lu, George K. Thiruvathukal arXiv_CV arXiv_CV  NAS  Quantization  Knowledge  Survey  Deep_Learning  CNN  Inference  PDF
• 2020-03-19 LANCE: efficient low-precision quantized Winograd convolution for neural networks based on graphics processing units    Guangli Li, Lei Liu, Xueying Wang, Xiu Ma, Xiaobing Feng arXiv_CV arXiv_CV  Embedding  Quantization  Pose  Classification  CNN  Image_Classification  PDF
• 2020-03-18 Post-Training Piecewise Linear Quantization for Deep Neural Networks    Jun Fang, Ali Shafiee, Hamzah Abdel-Aziz, David Thorsley, Georgios Georgiadis, Joseph Hassoun arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Pose  Classification  Detection  Object_Detection  Image_Classification  PDF
• 2020-03-17 Learning to Structure an Image with Few Colors    Yunzhong Hou, Liang Zheng, Stephen Gould arXiv_CV arXiv_CV  Quantization  Pose  Classification  Image_Compression  PDF
• 2020-03-15 AdaBits: Neural Network Quantization with Adaptive Bit-Widths    Qing Jin, Linjie Yang, Zhenyu Liao arXiv_CV arXiv_CV  Quantization  Pose  Attention  PDF
• 2020-03-12 Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder    Natasa Sarafijanovic-Djukic, Jesse Davis arXiv_CV arXiv_CV  Quantization  Pose  Detection  Object_Detection  CNN  Prediction  PDF
• 2020-03-12 Fast, Compact and Highly Scalable Visual Place Recognition through Sequence-based Matching of Overloaded Representations    Sourav Garg, Michael Milford arXiv_CV arXiv_CV  Quantization  Recognition  Matching  PDF
• 2020-03-09 Adaptive Loss-aware Quantization for Multi-bit Networks    Zhongnan Qu, Zimu Zhou, Yun Cheng, Lothar Thiele arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2020-03-07 Generative Low-bitwidth Data Free Quantization    Shoukai Xu, Haokun Li, Bohan Zhuang, Jing Liu, Jiezhang Cao, Chuangrun Liang, Mingkui Tan arXiv_CV arXiv_CV  Quantization  Knowledge  Adversarial  Pose  Classification  GAN  Matching  PDF
• 2020-03-07 Ternary Compression for Communication-Efficient Federated Learning    Jinjin Xu, Wenli Du, Ran Cheng, Wangli He, Yaochu Jin arXiv_AI arXiv_AI  Quantization  Pose  Deep_Learning  PDF
• 2020-03-06 Probability Weighted Compact Feature for Domain Adaptive Retrieval    Fuxiang Huang, Lei Zhang, Yang Yang, Xichuan Zhou arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  Classification  Relation  PDF
• 2020-03-05 Optimizing JPEG Quantization for Classification Networks    Zhijing Li, Christopher De Sa, Adrian Sampson arXiv_CV arXiv_CV  Quantization  Optimization  Classification  Deep_Learning  Image_Compression  PDF
• 2020-03-05 Sparse and Cosparse Audio Dequantization Using Convex Optimization    Pavel Záviška, Pavel Rajmic arXiv_SD arXiv_SD  Quantization  Optimization  Sparse  PDF
• 2020-03-05 Cluster Pruning: An Efficient Filter Pruning Method for Edge AI Vision Applications    Chinthaka Gamanayake, Lahiru Jayasinghe, Benny Ng, Chau Yuen arXiv_AI arXiv_AI  Quantization  Pose  CNN  PDF
• 2020-03-04 A Survey on Deep Hashing Methods    Xiao Luo, Chong Chen, Huasong Zhong, Hao Zhang, Minghua Deng, Jianqiang Huang, Xiansheng Hua arXiv_CV arXiv_CV  Unsupervised  Quantization  Survey  Deep_Learning  Recommendation  PDF
• 2020-02-29 Image Hashing by Minimizing Independent Relaxed Wasserstein Distance    Khoa D. Doan, Amir Kimiyaie, Saurav Manchanda, Chandan K. Reddy arXiv_CV arXiv_CV  Quantization  Optimization  Image_Retrieval  Adversarial  Pose  PDF
• 2020-02-26 Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers    Zhuohan Li, Eric Wallace, Sheng Shen, Kevin Lin, Kurt Keutzer, Dan Klein, Joseph E. Gonzalez arXiv_CL arXiv_CL  Transformer  Quantization  Self-Supervised  Deep_Learning  Inference  PDF
• 2020-02-26 Quantized Neural Network Inference with Precision Batching    Maximilian Lam, Zachary Yedidia, Colby Banbury, Vijay Janapa Reddi arXiv_CV arXiv_CV  Quantization  RNN  Pose  Inference  Language_Model  PDF
• 2020-02-26 Adversarial Attack on Deep Product Quantization Network for Image Retrieval    Yan Feng, Bin Chen, Tao Dai, Shutao Xia arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Adversarial  Pose  Attention  PDF
• 2020-02-26 Generalized Product Quantization Network for Semi-supervised Hashing    Young Kyun Jang, Nam Ik Cho arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Regularization  Pose  Deep_Learning  PDF
• 2020-02-25 Searching for Winograd-aware Quantized Networks    Javier Fernandez-Marques, Paul N. Whatmough, Andrew Mundy, Matthew Mattina arXiv_CV arXiv_CV  NAS  Quantization  Pose  Classification  CNN  PDF
• 2020-02-25 Non-Volatile Memory Array Based Quantization- and Noise-Resilient LSTM Neural Networks    Wen Ma, Pi-Feng Chiu, Won Ho Choi, Minghai Qin, Daniel Bedau, Martin Lueker-Boden arXiv_CV arXiv_CV  Quantization  RNN  Pose  Inference  Prediction  PDF
• 2020-02-24 Revisiting Saliency Metrics: Farthest-Neighbor Area Under Curve    Sen Jia, Neil D.B. Bruce arXiv_CV arXiv_CV  Quantization  Salient  Pose  Detection  Relation  CNN  PDF
• 2020-02-22 Differentiable Product Quantization for End-to-End Embedding Compression    Ting Chen, Lala Li, Yizhou Sun arXiv_AI arXiv_AI  Embedding  Quantization  Pose  PDF
• 2020-02-20 Post-training Quantization with Multiple Points: Mixed Precision without Mixed Precision    Xingchao Liu, Mao Ye, Dengyong Zhou, Qiang Liu arXiv_CV arXiv_CV  Quantization  Pose  Classification  Detection  Object_Detection  PDF
• 2020-02-20 Neural Network Compression Framework for fast model inference    Alexander Kozlov, Ivan Lazarevich, Vasily Shamporov, Nikolay Lyalyushkin, Yury Gorbachev arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Inference  PDF
• 2020-02-19 SYMOG: learning symmetric mixture of Gaussian modes for improved fixed-point quantization    Lukas Enderich, Fabian Timm, Wolfram Burgard arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2020-02-19 Hierarchical Quantized Autoencoders    Will Williams, Sam Ringer, Tom Ash, John Hughes, David MacLeod, Jamie Dougherty arXiv_CV arXiv_CV  Reconstruction  Quantization  Quantitative  Image_Compression  PDF
• 2020-02-19 Algorithm-hardware Co-design for Deformable Convolution    Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek arXiv_CV arXiv_CV  Segmentation  Quantization  Optimization  Pose  Classification  Detection  Object_Detection  Image_Classification  PDF
• 2020-02-18 Robust Quantization: One Model to Rule Them All    Moran Shkolnik, Brian Chmiel, Ron Banner, Gil Shomron, Yuri Nahshan, Alex Bronstein, Uri Weiser arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2020-02-17 Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations    Yichi Zhang, Ritchie Zhao, Weizhe Hua, Nayun Xu, G. Edward Suh, Zhiru Zhang arXiv_CV arXiv_CV  Quantization  RNN  Pose  Prediction  PDF
• 2020-02-13 Efficient And Scalable Neural Residual Waveform Coding With Collaborative Quantization    Kai Zhen, Mi Suk Lee, Jongmo Sung, Seungkwon Beack, Minje Kim arXiv_SD arXiv_SD  Quantization  Speech  Pose  PDF
• 2020-02-10 Efficient Matrix Multiplication: The Sparse Power-of-2 Factorization    Ralf R. Müller, Bernhard Gäde, Ali Bereyhi arXiv_AI arXiv_AI  Quantization  Sparse  Pose  PDF
• 2020-02-07 Switchable Precision Neural Networks    Luis Guerra, Bohan Zhuang, Ian Reid, Tom Drummond arXiv_CV arXiv_CV  Quantization  Pose  Classification  PDF
• 2020-02-06 Closing the Dequantization Gap: PixelCNN as a Single-Layer Flow    Didrik Nielsen, Ole Winther arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2020-02-06 Generating diverse and natural text-to-speech samples using a quantized fine-grained VAE and auto-regressive prosody prior    Guangzhi Sun, Yu Zhang, Ron J. Weiss, Yuan Cao, Heiga Zen, Andrew Rosenberg, Bhuvana Ramabhadran, Yonghui Wu arXiv_AI arXiv_AI  Quantization  Recognition  Speech  Pose  Speech_Recognition  PDF
• 2020-02-04 Emotion Recognition Using Speaker Cues    Ismail Shahin arXiv_SD arXiv_SD  Quantization  Recognition  Speech  Pose  Emotion  PDF
• 2020-01-20 Real-Time Object Detection and Recognition on Low-Compute Humanoid Robots using Deep Learning    Sayantan Chatterjee, Faheem H. Zunjani, Souvik Sen, Gora C. Nandi arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Action  Deep_Learning  Detection  Object_Detection  Inference  PDF
• 2019-12-16 Efficient Error-Tolerant Quantized Neural Network Accelerators    Giulio Gambardella, Johannes Kappauf, Michaela Blott, Christoph Doehring, Martin Kumm, Peter Zipf, Kees Vissers arXiv_CV arXiv_CV  Quantization  Pose  CNN  PDF
• 2019-12-12 Scalar Arithmetic Multiple Data: Customizable Precision for Deep Neural Networks    Andrew Anderson, David Gregg arXiv_CV arXiv_CV  Quantization  Attention  Inference  PDF
• 2019-12-11 Learned Variable-Rate Image Compression with Residual Divisive Normalization    Mohammad Akbari, Jie Liang, Jingning Han, Chengjie Tu arXiv_CV arXiv_CV  Quantization  Enhancement  Pose  Deep_Learning  Image_Compression  PDF
• 2019-12-09 End-to-End Optimized Speech Coding with Deep Neural Networks    Srihari Kankanahalli arXiv_SD arXiv_SD  Quantization  Speech  PDF
• 2019-12-03 EDAS: Efficient and Differentiable Architecture Search    Hyeong Gwon Hong, Pyunghwan Ahn, Junmo Kim arXiv_CV arXiv_CV  NAS  Quantization  Optimization  Regularization  PDF
• 2019-11-29 Semi-Relaxed Quantization with DropBits: Training Low-Bit Neural Networks via Bit-wise Regularization    Jihun Yun, Jung Hyun Lee, Sung Ju Hwang, Eunho Yang arXiv_CV arXiv_CV  Quantization  Regularization  Knowledge  Pose  PDF
• 2019-11-28 QKD: Quantization-aware Knowledge Distillation    Jangho Kim, Yash Bhalgat, Jinwon Lee, Chirag Patel, Nojun Kwak arXiv_CV arXiv_CV  Quantization  Regularization  Knowledge  Pose  PDF
• 2019-11-24 Pyramid Vector Quantization and Bit Level Sparsity in Weights for Efficient Neural Networks Inference    Vincenzo Liguori arXiv_CV arXiv_CV  Quantization  Sparse  CNN  Inference  PDF
• 2019-11-24 A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed DNN Implementation    Geng Yuan, Xiaolong Ma, Sheng Lin, Zhengang Li, Caiwen Ding arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-11-21 Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech    David Harwath, Wei-Ning Hsu, James Glass arXiv_CL arXiv_CL  Reconstruction  Quantization  Image_Retrieval  Speech  Detection  Object_Detection  PDF
• 2019-11-21 Quantization Networks    Jiwei Yang, Xu Shen, Jun Xing, Xinmei Tian, Houqiang Li, Bing Deng, Jianqiang Huang, Xiansheng Hua arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Classification  Detection  Object_Detection  Image_Classification  PDF
• 2019-11-19 CoopNet: Cooperative Convolutional Neural Network for Low-Power MCUs    Luca Mocerino, Andrea Calimera arXiv_CV arXiv_CV  Quantization  Optimization  Pose  CNN  PDF
• 2019-11-19 AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers    Julian Faraone, Martin Kumm, Martin Hardieck, Peter Zipf, Xueyuan Liu, David Boland, Philip H.W. Leong arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-11-19 IFQ-Net: Integrated Fixed-point Quantization Networks for Embedded Vision    Hongxing Gao, Wei Tao, Dongchao Wen, Tse-Wei Chen, Kinya Osa, Masami Kato arXiv_CV arXiv_CV  Face_Detection  Quantization  Pose  Face  Deep_Learning  Detection  Object_Detection  PDF
• 2019-11-19 Online Learned Continual Compression with Stacked Quantization Module    Lucas Caccia, Eugene Belilovsky, Massimo Caccia, Joelle Pineau arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-11-18 Efficient Hardware Implementation of Incremental Learning and Inference on Chip    Ghouthi Boukli Hacene, Vincent Gripon, Nicolas Farrugia, Matthieu Arzel, Michel Jezequel arXiv_CV arXiv_CV  Quantization  Transfer_Learning  Pose  Inference  PDF
• 2019-11-17 Transductive Zero-Shot Hashing for Multi-Label Image Retrieval    Qin Zou, Zheng Zhang, Ling Cao, Long Chen, Song Wang arXiv_CV arXiv_CV  Quantization  Zero-Shot  Image_Retrieval  Pose  PDF
• 2019-11-17 Loss Aware Post-training Quantization    Yury Nahshan, Brian Chmiel, Chaim Baskin, Evgenii Zheltonozhskii, Ron Banner, Alex M. Bronstein, Avi Mendelson arXiv_CV arXiv_CV  Quantization  PDF
• 2019-11-13 DupNet: Towards Very Tiny Quantized CNN with Improved Accuracy for Face Detection    Hongxing Gao, Wei Tao, Dongchao Wen, Junjie Liu, Tse-Wei Chen, Kinya Osa, Masami Kato arXiv_CV arXiv_CV  Face_Detection  Quantization  Knowledge  Pose  Face  Deep_Learning  Detection  Object_Detection  PDF
• 2019-11-12 Scientific Image Restoration Anywhere    Vibhatha Abeykoon, Zhengchun Liu, Rajkumar Kettimuthu, Geoffrey Fox, Ian Foster arXiv_CV arXiv_CV  Quantization  Restoration  Adversarial  Pose  Deep_Learning  Denoising  GAN  Inference  PDF
• 2019-11-10 HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks    Zhen Dong, Zhewei Yao, Yaohui Cai, Daiyaan Arfeen, Amir Gholami, Michael W. Mahoney, Kurt Keutzer arXiv_CV arXiv_CV  Quantization  Pose  Detection  Object_Detection  Inference  PDF
• 2019-11-09 ConveRT: Efficient and Accurate Conversational Representations from Transformers    Matthew Henderson, Iñigo Casanueva, Nikola Mrkšić, Pei-Hao Su, Tsung-Hsien, Ivan Vulić arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Pose  Classification  PDF
• 2019-11-06 A Programmable Approach to Model Compression    Vinu Joseph, Saurav Muralidharan, Animesh Garg, Michael Garland, Ganesh Gopalakrishnan arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Classification  Image_Classification  Inference  Language_Model  PDF
• 2019-11-04 Ternary MobileNets via Per-Layer Hybrid Filter Banks    Dibakar Gope, Jesse Beu, Urmish Thakker, Matthew Mattina arXiv_CV arXiv_CV  Quantization  Pose  GAN  CNN  Inference  PDF
• 2019-11-01 Memory Requirement Reduction of Deep Neural Networks Using Low-bit Quantization of Parameters    Niccoló Nicodemo, Gaurav Naithani, Konstantinos Drossos, Tuomas Virtanen, Roberto Saletti arXiv_SD arXiv_SD  Quantization  Enhancement  Speech  Pose  PDF
• 2019-11-01 Adaptive Precision Training: Quantify Back Propagation in Neural Networks with Fixed-point Numbers    Xishan Zhang, Shaoli Liu, Rui Zhang, Chang Liu, Di Huang, Shiyi Zhou, Jiaming Guo, Yu Kang, Qi Guo, Zidong Du, Yunji Chen arXiv_CV arXiv_CV  Segmentation  Quantization  Pose  Classification  Detection  Object_Detection  Image_Classification  Inference  PDF
• 2019-10-31 On Neural Architecture Search for Resource-Constrained Hardware Platforms    Qing Lu, Weiwen Jiang, Xiaowei Xu, Yiyu Shi, Jingtong Hu arXiv_CV arXiv_CV  NAS  Quantization  Pose  PDF
• 2019-10-28 Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning    Alexander H. Liu, Tao Tu, Hung-yi Lee, Lin-shan Lee arXiv_CL arXiv_CL  Segmentation  Unsupervised  Quantization  Recognition  Represenation_Learning  Speech  Pose  Speech_Recognition  PDF
• 2019-10-26 A holistic approach to polyphonic music transcription with neural networks    Miguel A. Román, Antonio Pertusa, Jorge Calvo-Zaragoza arXiv_SD arXiv_SD  Tracking  Quantization  RNN  Pose  Classification  CNN  PDF
• 2019-10-22 Image processing in DNA    Chao Pan, S. M. Hossein Tabatabaei Yazdi, S Kasra Tabatabaei, Alvaro G. Hernandez, Charles Schroeder, Olgica Milenkovic arXiv_CV arXiv_CV  Quantization  Inpainting  Pose  Detection  PDF
• 2019-10-18 Mirror Descent View for Neural Network Quantization    Thalaiyasingam Ajanthan, Kartik Gupta, Philip H. S. Torr, Richard Hartley, Puneet K. Dokania arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Optimization  Classification  CNN  PDF
• 2019-10-17 Fully Quantized Transformer for Improved Translation    Gabriele Prato, Ella Charlaix, Mehdi Rezagholizadeh arXiv_CL arXiv_CL  Transformer  Quantization  Pose  PDF
• 2019-10-14 Q8BERT: Quantized 8Bit BERT    Ofir Zafrir, Guy Boudoukh, Peter Izsak, Moshe Wasserblat arXiv_CL arXiv_CL  Transformer  Quantization  Bert  Inference  Language_Model  PDF
• 2019-10-14 Variation-aware Binarized Memristive Networks    Corey Lammie, Olga Krestinskaya, Alex James, Mostafa Rahimi Azghadi arXiv_AI arXiv_AI  Quantization  Pose  CNN  Inference  PDF
• 2019-10-07 Improvements to Target-Based 3D LiDAR to Camera Calibration    Jiunn-Kai Huang, Jessy W. Grizzle arXiv_CV arXiv_CV  Quantization  Point_Cloud  3D  Pose_Estimation  Pose  Face  SLAM  Autonomous  PDF
• 2019-10-07 Bit Efficient Quantization for Deep Neural Networks    Prateeth Nayak, David Zhang, Sek Chai arXiv_CV arXiv_CV  Quantization  Inference  PDF
• 2019-10-06 REMIND Your Neural Network to Prevent Catastrophic Forgetting    Tyler L. Hayes, Kushal Kafle, Robik Shrestha, Manoj Acharya, Christopher Kanan arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  VQA  CNN  QA  PDF
• 2019-10-04 Quantized Reinforcement Learning    Srivatsan Krishnan, Sharad Chitlangia, Maximilian Lam, Zishen Wan, Aleksandra Faust, Vijay Janapa Reddi arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  PDF
• 2019-09-30 Automated design of error-resilient and hardware-efficient deep neural networks    Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Relation  Autonomous  PDF
• 2019-09-29 REQ-YOLO: A Resource-Aware, Efficient Quantization Framework for Object Detection on FPGAs    Caiwen Ding, Shuo Wang, Ning Liu, Kaidi Xu, Yanzhi Wang, Yun Liang arXiv_CV arXiv_CV  Quantization  Enhancement  Optimization  Pose  Detection  Object_Detection  Autonomous  Inference  PDF
• 2019-09-29 Speaker Verification in Emotional Talking Environments based on Third-Order Circular Suprasegmental Hidden Markov Model    Ismail Shahin, Ali Bou Nassif arXiv_SD arXiv_SD  Quantization  Speech  Emotion  PDF
• 2019-09-27 GA-GAN: CT reconstruction from Biplanar DRRs using GAN with Guided Attention    Ashish Sinha, Yohei Sugawara, Yuichiro Hirano arXiv_CV arXiv_CV  Reconstruction  Quantization  Knowledge  Pose  Attention  GAN  PDF
• 2019-09-26 Optimizing Speech Recognition For The Edge    Yuan Shangguan, Jian Li, Liang Qiao, Raziel Alvarez, Ian McGraw arXiv_CL arXiv_CL  Quantization  Recognition  Optimization  RNN  Speech  Speech_Recognition  PDF
• 2019-09-26 Smart Ternary Quantization    Grégoire Morin, Ryan Razani, Vahid Partovi Nia, Eyyüb Sari arXiv_AI arXiv_AI  Quantization  Optimization  Regularization  Pose  Classification  Image_Classification  PDF
• 2019-09-25 Scalar Quantization as Sparse Least Square Optimization    Chen Wang, Xiaomei Yang, Shaomin Fei, Kai Zhou, Xiaofeng Gong, Miao Du, Ruisen Luo arXiv_AI arXiv_AI  Quantization  Optimization  Sparse  Regularization  Pose  PDF
• 2019-09-25 CAT: Compression-Aware Training for bandwidth reduction    Chaim Baskin, Brian Chmiel, Evgenii Zheltonozhskii, Ron Banner, Alex M. Bronstein, Avi Mendelson arXiv_CV arXiv_CV  Quantization  Pose  CNN  Inference  PDF
• 2019-09-25 Learning to Seek: Autonomous Source Seeking with Deep Reinforcement Learning Onboard a Nano Drone Microcontroller    Bardienus P. Duisterhof, Srivatsan Krishnan, Jonathan J. Cruz, Colby R. Banbury, William Fu, Aleksandra Faust, Guido C. H. E. de Croon, Vijay Janapa Reddi arXiv_AI arXiv_AI  Quantization  Reinforcement_Learning  Knowledge  Drone  Autonomous  PDF
• 2019-09-24 A System-Level Solution for Low-Power Object Detection    Fanrong Li, Zitao Mo, Peisong Wang, Zejian Liu, Jiayun Zhang, Gang Li, Qinghao Hu, Xiangyu He, Cong Leng, Yang Zhang, Jian Cheng arXiv_CV arXiv_CV  Surveillance  Quantization  Deep_Learning  Detection  Object_Detection  CNN  Inference  PDF
• 2019-09-24 IR-Net: Forward and Backward Information Retention for Highly Accurate Binary Neural Networks    Haotong Qin, Ruihao Gong, Xianglong Liu, Ziran Wei, Fengwei Yu, Jingkuan Song arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2019-09-22 Structured Binary Neural Networks for Image Recognition    Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid arXiv_CV arXiv_CV  Segmentation  Embedding  Quantization  Semantic_Segmentation  Recognition  Pose  Classification  Detection  Object_Detection  CNN  PDF
• 2019-09-15 An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms    Qianyu Guo, Sen Chen, Xiaofei Xie, Lei Ma, Qiang Hu, Hongtao Liu, Yang Liu, Jianjun Zhao, Xiaohong Li arXiv_AI arXiv_AI  Quantization  Adversarial  Deep_Learning  Attention  Prediction  PDF
• 2019-09-13 Neural Machine Translation with 4-Bit Precision and Beyond    Alham Fikri Aji, Kenneth Heafield arXiv_CL arXiv_CL  Transformer  Quantization  RNN  Pose  NMT  PDF
• 2019-09-12 Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT    Sheng Shen, Zhen Dong, Jiayu Ye, Linjian Ma, Zhewei Yao, Amir Gholami, Michael W. Mahoney, Kurt Keutzer arXiv_CL arXiv_CL  Transformer  Embedding  Quantization  Bert  Pose  PDF
• 2019-09-11 Variable Rate Deep Image Compression With a Conditional Autoencoder    Yoojin Choi, Mostafa El-Khamy, Jungwon Lee arXiv_CV arXiv_CV  Quantization  Pose  Image_Compression  PDF
• 2019-09-09 A Comprehensive Benchmark for Single Image Compression Artifacts Reduction    Jiaying Liu, Dong Liu, Wenhan Yang, Sifeng Xia, Xiaoshuai Zhang, Yuanying Dai arXiv_CV arXiv_CV  Quantization  Optimization  Review  Survey  Deep_Learning  Image_Compression  PDF
• 2019-09-08 Towards Accurate and High-Speed Spiking Neuromorphic Systems with Data Quantization-Aware Deep Networks    Fuqiang Liu, C. Liu arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-09-08 A Resource-Efficient Embedded Iris Recognition System Using Fully Convolutional Networks    Hokchhay Tann, Heng Zhao, Sherief Reda arXiv_CV arXiv_CV  Segmentation  Quantization  Recognition  Pose  Contour  CNN  Inference  PDF
• 2019-09-05 DeepEvolution: A Search-Based Testing Approach for Deep Neural Networks    Houssem Ben Braiek, Foutse khomh arXiv_CV arXiv_CV  Quantization  Pose  Deep_Learning  Autonomous  PDF
• 2019-09-04 ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content    Demetris Marnerides, Thomas Bashford-Rogers, Jonathan Hatchett, Kurt Debattista arXiv_CV arXiv_CV  Quantization  Pose  Quantitative  CNN  PDF
• 2019-08-31 Push for Quantization: Deep Fisher Hashing    Yunqiang Li, Wenjie Pei, Yufei zha, Jan van Gemert arXiv_CV arXiv_CV  Quantization  Optimization  Deep_Learning  PDF
• 2019-08-14 Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks    Ruihao Gong, Xianglong Liu, Shenghu Jiang, Tianxiang Li, Peng Hu, Jiazhen Lin, Fengwei Yu, Junjie Yan arXiv_CV arXiv_CV  Quantization  Pose  Face  Inference  PDF
• 2019-08-11 Unsupervised Neural Quantization for Compressed-Domain Similarity Search    Stanislav Morozov, Artem Babenko arXiv_CV arXiv_CV  Unsupervised  Quantization  Image_Retrieval  Pose  Deep_Learning  PDF
• 2019-08-10 Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations    Bohan Zhuang, Jing Liu, Mingkui Tan, Lingqiao Liu, Ian Reid, Chunhua Shen arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  CNN  PDF
• 2019-08-05 GDRQ: Group-based Distribution Reshaping for Quantization    Haibao Yu, Tuopu Wen, Guangliang Cheng, Jiankai Sun, Qi Han, Jianping Shi arXiv_CV arXiv_CV  Segmentation  Quantization  Pose  Classification  Detection  GAN  Inference  PDF
• 2019-08-02 Efficient computation of counterfactual explanations of LVQ models    André Artelt, Barbara Hammer arXiv_AI arXiv_AI  Quantization  Pose  Prediction  PDF
• 2019-07-31 Increasing Compactness Of Deep Learning Based Speech Enhancement Models With Parameter Pruning And Quantization Techniques    Jyun-Yi Wu, Cheng Yu, Szu-Wei Fu, Chih-Ting Liu, Shao-Yi Chien, Yu Tsao arXiv_SD arXiv_SD  Quantization  Enhancement  Speech  Pose  Deep_Learning  Denoising  PDF
• 2019-07-26 Learning to Groove with Inverse Sequence Transformations    Jon Gillick, Adam Roberts, Jesse Engel, Douglas Eck, David Bamman arXiv_SD arXiv_SD  Quantization  Adversarial  Pose  GAN  PDF
• 2019-07-24 QRMODA and BRMODA: Novel Models for Face Recognition Accuracy in Computer Vision Systems with Adapted Video Streams    Hayder Hamandi, Nabil Sarhan arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Face  Deep_Learning  Face_Recognition  PDF
• 2019-07-23 Exploring Semantic Segmentation on the DCT Representation    Shao-Yuan Lo, Hsueh-Ming Hang arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Knowledge  Pose  CNN  PDF
• 2019-07-22 Feature Graph Learning for 3D Point Cloud Denoising    Wei Hu, Xiang Gao, Gene Cheung, Zongming Guo arXiv_CV arXiv_CV  Quantization  Enhancement  Point_Cloud  3D  Restoration  Optimization  Denoising  PDF
• 2019-07-16 Learning Multimodal Fixed-Point Weights using Gradient Descent    Lukas Enderich, Fabian Timm, Lars Rosenbaum, Wolfram Burgard arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Optimization  Pose  PDF
• 2019-07-12 And the Bit Goes Down: Revisiting the Quantization of Neural Networks    Pierre Stock, Armand Joulin, Rémi Gribonval, Benjamin Graham, Hervé Jégou arXiv_CV arXiv_CV  Reconstruction  Quantization  Classification  CNN  Inference  PDF
• 2019-07-09 A Targeted Acceleration and Compression Framework for Low bit Neural Networks    Biao Qian, Yang Wang arXiv_CV arXiv_CV  Quantization  Pose  Attention  CNN  PDF
• 2019-07-05 High-throughput Onboard Hyperspectral Image Compression with Ground-based CNN Reconstruction    Diego Valsesia, Enrico Magli arXiv_CV arXiv_CV  Reconstruction  Quantization  Image_Compression  CNN  Prediction  PDF
• 2019-07-03 Non-structured DNN Weight Pruning Considered Harmful    Yanzhi Wang, Shaokai Ye, Zhezhi He, Xiaolong Ma, Linfeng Zhang, Sheng Lin, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2019-07-01 Compression of Acoustic Event Detection Models With Quantized Distillation    Bowen Shi, Ming Sun, Chieh-Chi Kao, Viktor Rozgic, Spyros Matsoukas, Chao Wang arXiv_AI arXiv_AI  Quantization  Knowledge  Pose  Detection  Attention  PDF
• 2019-07-01 Weight Normalization based Quantization for Deep Neural Network Compression    Wen-Pu Cai, Wu-Jun Li arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-06-27 BTEL: A Binary Tree Encoding Approach for Visual Localization    Huu Le, Tuan Hoang, Michael Milford arXiv_CV arXiv_CV  Image_Caption  Quantization  Image_Retrieval  Pose  Drone  Autonomous  Inference  PDF
• 2019-06-26 Detection of small changes in medical and random-dot images comparing self-organizing map performance to human detection    John Wandeto, Henry Nyongesa, Yves Remond, Birgitta Dresp-Langley arXiv_CV arXiv_CV  Segmentation  Quantization  Pose  Action  Detection  GAN  Medical  PDF
• 2019-06-19 Back to Simplicity: How to Train Accurate BNNs from Scratch?    Joseph Bethge, Haojin Yang, Marvin Bornstein, Christoph Meinel arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-06-16 Deep Recurrent Quantization for Generating Sequential Binary Codes    Jingkuan Song, Xiaosu Zhu, Lianli Gao, Xin-Shun Xu, Wu Liu, Heng Tao Shen arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  PDF
• 2019-06-16 Beyond Product Quantization: Deep Progressive Quantization for Image Retrieval    Lianli Gao, Xiaosu Zhu, Jingkuan Song, Zhou Zhao, Heng Tao Shen arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  CNN  PDF
• 2019-06-11 Data-Free Quantization through Weight Equalization and Bias Correction    Markus Nagel, Mart van Baalen, Tijmen Blankevoort, Max Welling arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Deep_Learning  Detection  Object_Detection  Inference  PDF
• 2019-06-11 BasisConv: A method for compressed representation and learning in CNNs    Muhammad Tayyab, Abhijit Mahalanobis arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  CNN  PDF
• 2019-06-07 Word-based Domain Adaptation for Neural Machine Translation    Shen Yan, Leonard Dahlmann, Pavel Petrushkov, Sanjika Hewavitharana, Shahram Khadivi arXiv_AI arXiv_AI  Quantization  Language_Model  PDF
• 2019-06-07 Deep Spherical Quantization for Image Search    Sepehr Eghbali, Ladan Tahvildari arXiv_CV arXiv_CV  Quantization  Sparse  Image_Retrieval  CNN  PDF
• 2019-06-04 PCA-driven Hybrid network design for enabling Intelligence at the Edge    Indranil Chakraborty, Deboleena Roy, Isha Garg, Aayush Ankit, Kaushik Roy arXiv_CV arXiv_CV  Quantization  Pose  Classification  Image_Classification  Autonomous  PDF
• 2019-05-30 Memory-Driven Mixed Low Precision Quantization For Enabling Deep Network Inference On Microcontrollers    Manuele Rusci, Alessandro Capotondi, Luca Benini arXiv_CV arXiv_CV  Quantization  Inference  PDF
• 2019-05-28 Texture CNN for Thermoelectric Metal Pipe Image Classification    Daniel Vriesman, Alessandro Zimmer, Alceu S. Britto Jr., Alessandro L. Koerich arXiv_CV arXiv_CV  Quantization  Optimization  Represenation_Learning  Face  Classification  CNN  Image_Classification  PDF
• 2019-05-28 Brain-inspired reverse adversarial examples    Shaokai Ye, Sia Huat Tan, Kaidi Xu, Yanzhi Wang, Chenglong Bao, Kaisheng Ma arXiv_AI arXiv_AI  Quantization  Adversarial  Pose  Deep_Learning  Attention  PDF
• 2019-05-27 Differentiable Quantization of Deep Neural Networks    Stefan Uhlich, Lukas Mauch, Kazuki Yoshiyama, Fabien Cardinaux, Javier Alonso Garcia, Stephen Tiedemann, Thomas Kemp, Akira Nakamura arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Pose  Inference  PDF
• 2019-05-26 HadaNets: Flexible Quantization Strategies for Neural Networks    Yash Akhauri arXiv_CV arXiv_CV  Quantization  Inference  PDF
• 2019-05-24 Additive Noise Annealing and Approximation Properties of Quantized Neural Networks    Matteo Spallanzani, Lukas Cavigelli, Gian Paolo Leonardi, Marko Bertogna, Luca Benini arXiv_CV arXiv_CV  Quantization  Regularization  Pose  Classification  Image_Classification  PDF
• 2019-05-22 NTP : A Neural Network Topology Profiler    Raghavendra Bhat, Pravin Chandran, Juby Jose, Viswanath Dibbur, Prakash Sirra Ajith arXiv_AI arXiv_AI  Quantization  Recognition  Optimization  Speech  Deep_Learning  Speech_Recognition  PDF
• 2019-05-15 DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression    Simon Wiedemann, Heiner Kirchhoffer, Stefan Matlage, Paul Haase, Arturo Marban, Talmaj Marinc, David Neumann, Ahmed Osman, Detlev Marpe, Heiko Schwarz, Thomas Wiegand, Wojciech Samek arXiv_AI arXiv_AI  Quantization  PDF
• 2019-05-10 MobiVSR: A Visual Speech Recognition Solution for Mobile Devices    Nilay Shrivastava, Astitwa Saxena, Yaman Kumar, Rajiv Ratn Shah, Debanjan Mahata, Amanda Stent arXiv_CV arXiv_CV  Quantization  Recognition  3D  Speech  Pose  Speech_Recognition  PDF
• 2019-05-09 Two-layer Near-lossless HDR Coding with Backward Compatibility to JPEG    Hiroyuki Kobayashi, Osamu Watanabe, Hitoshi Kiya arXiv_CV arXiv_CV  Quantization  Sparse  Pose  Image_Compression  PDF
• 2019-05-08 2-bit Model Compression of Deep Convolutional Neural Network on ASIC Engine for Image Retrieval    Bin Yang, Lin Yang, Xiaochun Li, Wenhan Zhang, Hua Zhou, Yequn Zhang, Yongxiong Ren, Yinbo Shi arXiv_AI arXiv_AI  Quantization  Image_Retrieval  Pose  CNN  PDF
• 2019-05-02 Compression of Acoustic Event Detection Models with Low-rank Matrix Factorization and Quantization Training    Bowen Shi, Ming Sun, Chieh-Chi Kao, Viktor Rozgic, Spyros Matsoukas, Chao Wang arXiv_CL arXiv_CL  Quantization  RNN  Detection  PDF
• 2019-05-02 Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM    Sheng Lin, Xiaolong Ma, Shaokai Ye, Geng Yuan, Kaisheng Ma, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Optimization  Regularization  PDF
• 2019-04-30 Unsupervised automatic classification of Scanning Electron Microscopy images of CD4+ cells with varying extent of HIV virion infection    John M. Wandeto, Birgitta Dresp-Langley arXiv_AI arXiv_AI  Unsupervised  Quantization  Classification  GAN  Medical  PDF
• 2019-04-29 HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision    Zhen Dong, Zhewei Yao, Amir Gholami, Michael Mahoney, Kurt Keutzer arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2019-04-22 Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks    Yochai Zur, Chaim Baskin, Evgenii Zheltonozhskii, Brian Chmiel, Itay Evron, Alex M. Bronstein arXiv_CV arXiv_CV  NAS  Quantization  Pose  Deep_Learning  CNN  Inference  PDF
• 2019-04-17 Defensive Quantization: When Efficiency Meets Robustness    Ji Lin, Chuang Gan, Song Han arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Deep_Learning  Inference  PDF
• 2019-04-16 Matrix and tensor decompositions for training binary neural networks    Adrian Bulat, Jean Kossaifi, Georgios Tzimiropoulos, Maja Pantic arXiv_AI arXiv_AI  Reconstruction  Quantization  Pose_Estimation  Pose  Classification  CNN  Inference  PDF
• 2019-04-16 Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples    Zihao Liu, Qi Liu, Tao Liu, Nuo Xu, Xue Lin, Yanzhi Wang, Wujie Wen arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Classification  Image_Compression  PDF
• 2019-04-16 Shared Predictive Cross-Modal Deep Quantization    Erkun Yang, Cheng Deng, Chao Li, Wei Liu, Jie Li, Dacheng Tao arXiv_CV arXiv_CV  Embedding  Quantization  Bert  Pose  PDF
• 2019-04-11 Improved training of binary networks for human pose estimation and image recognition    Adrian Bulat, Georgios Tzimiropoulos, Jean Kossaifi, Maja Pantic arXiv_CV arXiv_CV  Quantization  Recognition  Pose_Estimation  Knowledge  Pose  Classification  PDF
• 2019-04-11 YUVMultiNet: Real-time YUV multi-task CNN for autonomous driving    Thomas Boulay, Said El-Hachimi, Mani Kumar Surisetti, Pullarao Maddu, Saranya Kandan arXiv_AI arXiv_AI  Segmentation  Quantization  Optimization  Pose  Detection  CNN  Autonomous  PDF
• 2019-04-05 3DQ: Compact Quantized Neural Networks for Volumetric Whole Brain Segmentation    Magdalini Paschali, Stefano Gasperini, Abhijit Guha Roy, Michael Y.-S. Fang, Nassir Navab arXiv_CV arXiv_CV  Segmentation  Quantization  3D  Pose  CNN  PDF
• 2019-04-05 FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference    Ruizhou Ding, Zeye Liu, Ting-Wu Chin, Diana Marculescu, R. D. (Shawn) Blanton arXiv_CV arXiv_CV  Quantization  CNN  Inference  PDF
• 2019-04-03 VideoBERT: A Joint Model for Video and Language Representation Learning    Chen Sun, Austin Myers, Carl Vondrick, Kevin Murphy, Cordelia Schmid arXiv_AI arXiv_AI  Quantization  Recognition  Video_Caption  Bert  Represenation_Learning  Speech  Self-Supervised  Pose  Action  Quantitative  Classification  Speech_Recognition  Caption  Language_Model  PDF
• 2019-03-31 Single Path One-Shot Neural Architecture Search with Uniform Sampling    Zichao Guo, Xiangyu Zhang, Haoyuan Mu, Wen Heng, Zechun Liu, Yichen Wei, Jian Sun arXiv_CV arXiv_CV  NAS  Quantization  Pose  PDF
• 2019-03-29 Asymmetric Deep Semantic Quantization for Image Retrieval    Zhan Yang, Osolo Ian Raymond, WuQing Sun, Jun Long arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  Deep_Learning  CNN  PDF
• 2019-03-27 Understanding Unconventional Preprocessors in Deep Convolutional Neural Networks for Face Identification    Chollette C. Olisah, Lyndon Smith arXiv_CV arXiv_CV  Quantization  Transfer_Learning  Recognition  Knowledge  Face  Face_Recognition  CNN  PDF
• 2019-03-27 Training Quantized Network with Auxiliary Gradient Module    Bohan Zhuang, Lingqiao Liu, Mingkui Tan, Chunhua Shen, Ian Reid arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Classification  Image_Classification  Inference  PDF
• 2019-03-26 Learning to Index for Nearest Neighbor Search    Chih-Yi Chiu, Amorntip Prayoonwong, Yin-Chih Liao arXiv_CV arXiv_CV  Quantization  Pose  Relation  PDF
• 2019-03-24 Variational Inference with Latent Space Quantization for Adversarial Resilience    Vinay Kyatham, Prathosh A. P., Deepak Mishra, Tarun Kumar Yadav, Dheeraj Mundhra arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  Inference  PDF
• 2019-03-23 Emotion Recognition based on Third-Order Circular Suprasegmental Hidden Markov Model    Ismail Shahin arXiv_SD arXiv_SD  Quantization  Recognition  Speech  Emotion  PDF
• 2019-03-23 Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM    Shaokai Ye, Xiaoyu Feng, Tianyun Zhang, Xiaolong Ma, Sheng Lin, Zhengang Li, Kaidi Xu, Wujie Wen, Sijia Liu, Jian Tang, Makan Fardad, Xue Lin, Yongpan Liu, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Optimization  Regularization  PDF
• 2019-03-20 Learning Convolutional Transforms for Lossy Point Cloud Geometry Compression    Maurice Quach, Giuseppe Valenzise, Frederic Dufaux arXiv_CV arXiv_CV  Quantization  Point_Cloud  Optimization  Face  Classification  CNN  PDF
• 2019-03-19 Trained Uniform Quantization for Accurate and Efficient Neural Network Inference on Fixed-Point Hardware    Sambhav R. Jain, Albert Gural, Michael Wu, Chris Dick arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Pose  Classification  Inference  PDF
• 2019-03-14 Hyperdrive: A Multi-Chip Systolically Scalable Binary-Weight CNN Inference Engine    Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini arXiv_CV arXiv_CV  Quantization  CNN  Inference  PDF
• 2019-03-13 All You Need is a Few Shifts: Designing Efficient Convolutional Neural Networks for Image Classification    Weijie Chen, Di Xie, Yuan Zhang, Shiliang Pu arXiv_CV arXiv_CV  Quantization  Optimization  Sparse  Pose  Classification  CNN  Image_Classification  Inference  PDF
• 2019-03-12 Low Power Inference for On-Device Visual Recognition with a Quantization-Friendly Solution    Chen Feng, Tao Sheng, Zhiyu Liang, Shaojie Zhuo, Xiaopeng Zhang, Liang Shen, Matthew Ardi, Alexander C. Berg, Yiran Chen, Bo Chen, Kent Gauen, Yung-Hsiang Lu arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Inference  PDF
• 2019-03-11 Toward Fast and Accurate Neural Chinese Word Segmentation with Multi-Criteria Learning    Weipeng Huang, Xingyi Cheng, Kunlong Chen, Taifeng Wang, Wei Chu arXiv_CL arXiv_CL  Transformer  Segmentation  Quantization  Bert  Optimization  RNN  Knowledge  Pose  PDF
• 2019-03-09 Low Power Inference for On-Device Visual Recognition with A Quantization-Friendly Solution    Chen Feng, Tao Sheng, Zhiyu Liang, Shaojie Zhuo, Xiaopeng Zhang, Liang Shen, Matthew Ardi, Alexander C. Berg, Yiran Chen, Bo Chen, Kent Gauen, Yung-Hsiang Lu arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Inference  PDF
• 2019-03-03 Playing Atari with Six Neurons    Giuseppe Cuccu, Julian Togelius, Philippe Cudre-Mauroux arXiv_AI arXiv_AI  Reconstruction  Quantization  Reinforcement_Learning  Sparse  Pose  Action  Autonomous  PDF
• 2019-03-01 TamperNN: Efficient Tampering Detection of Deployed Neural Nets    Erwan Le Merrer, Gilles Trédan arXiv_CV arXiv_CV  Quantization  RNN  Pose  Face  Action  Detection  Prediction  PDF
• 2019-02-28 End-to-End Efficient Representation Learning via Cascading Combinatorial Optimization    Yeonwoo Jeong, Yoonsuing Kim, Hyun Oh Song arXiv_CV arXiv_CV  Embedding  Quantization  Gradient_Descent  Optimization  Sparse  Represenation_Learning  Inference  PDF
• 2019-02-27 Real-Time detection, classification and DOA estimation of Unmanned Aerial Vehicle    Konstantinos Polyzos, Evangelos Dermatas arXiv_SD arXiv_SD  Quantization  Pose  Classification  Detection  PDF
• 2019-02-27 Cluster Regularized Quantization for Deep Networks Compression    Yiming Hu, Jianquan Li, Xianlei Long, Shenhua Hu, Jiagang Zhu, Xingang Wang, Qingyi Gu arXiv_CV arXiv_CV  Quantization  Regularization  Pose  PDF
• 2019-02-21 Universal Deep Neural Network Compression    Yoojin Choi, Mostafa El-Khamy, Jungwon Lee arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  PDF
• 2019-02-18 Low-bit Quantization of Neural Networks for Efficient Inference    Yoni Choukroun, Eli Kravchik, Pavel Kisilev arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Inference  PDF
• 2019-02-08 FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary    Yingzhen Yang, Nebojsa Jojic, Jun Huan arXiv_AI arXiv_AI  Quantization  3D  Pose  Classification  Detection  Object_Detection  CNN  Image_Classification  Inference  Prediction  PDF
• 2019-02-06 Compression of Recurrent Neural Networks for Efficient Language Modeling    Artem M. Grachev, Dmitry I. Ignatov, Andrey V. Savchenko arXiv_CL arXiv_CL  Quantization  RNN  Pose  Attention  Inference  Language_Model  PDF
• 2019-02-02 Collaborative Quantization for Cross-Modal Similarity Search    Ting Zhang, Jingdong Wang arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2019-02-02 Supervised Quantization for Similarity Search    Xiaojuan Wang, Ting Zhang, Guo-Jun Q, Jinhui Tang, Jingdong Wang arXiv_CV arXiv_CV  Unsupervised  Quantization  Optimization  Classification  PDF
• 2019-02-01 Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks    Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann arXiv_AI arXiv_AI  Quantization  Adversarial  PDF
• 2019-02-01 Efficient Hybrid Network Architectures for Extremely Quantized Neural Networks Enabling Intelligence at the Edge    Indranil Chakraborty, Deboleena Roy, Aayush Ankit, Kaushik Roy arXiv_CV arXiv_CV  Quantization  Pose  Classification  PDF
• 2019-02-01 Deep Triplet Quantization    Bin Liu, Yue Cao, Mingsheng Long, Jianmin Wang, Jingdong Wang arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  Deep_Learning  PDF
• 2019-01-24 A Case for Digital Beamforming at mmWave    Sourjya Dutta, C. Nicolas Barati, Aditya Dhananjay, David A. Ramirez, James F. Buckwalter, Sundeep Rangan arXiv_CV arXiv_CV  Quantization  PDF
• 2019-01-23 Toward Joint Image Generation and Compression using Generative Adversarial Networks    Byeongkeun Kang, Subarna Tripathi, Truong Q. Nguyen arXiv_CV arXiv_CV  Quantization  Adversarial  Pose  GAN  Image_Compression  PDF
• 2019-01-22 Speech Separation Using Gain-Adapted Factorial Hidden Markov Models    Martin H. Radfar, Richard M. Dansereau, Willy Wong arXiv_SD arXiv_SD  Quantization  Optimization  Speech  Pose  Inference  PDF
• 2019-01-09 GIF2Video: Color Dequantization and Temporal Interpolation of GIF images    Yang Wang, Haibin Huang, Chuan Wang, Tong He, Jue Wang, Minh Hoai arXiv_CV arXiv_CV  Quantization  Restoration  Pose  Face  Contour  PDF
• 2019-01-07 DSConv: Efficient Convolution Operator    Marcelo Gennari, Roger Fawcett, Victor Adrian Prisacariu arXiv_CV arXiv_CV  Quantization  CNN  PDF
• 2019-01-02 Vector and Line Quantization for Billion-scale Similarity Search on GPUs    Wei Chen, Jincai Chen, Fuhao Zou, Yuan-Fang Li, Ping Lu, Qiang Wang, Wei Zhao arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2018-12-31 Interest Point Detection based on Adaptive Ternary Coding    Zhenwei Miao, Kim-Hui Yap, Xudong Jiang arXiv_CV arXiv_CV  Quantization  Recognition  Pose  Face  Detection  Object_Detection  Face_Recognition  PDF
• 2018-12-31 ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers    Ao Ren, Tianyun Zhang, Shaokai Ye, Jiayu Li, Wenyao Xu, Xuehai Qian, Xue Lin, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Optimization  Regularization  PDF
• 2018-12-29 Quantized Guided Pruning for Efficient Hardware Implementations of Convolutional Neural Networks    Ghouthi Boukli Hacene (ELEC), Vincent Gripon, Matthieu Arzel (ELEC), Nicolas Farrugia (ELEC), Yoshua Bengio (DIRO) arXiv_CV arXiv_CV  Quantization  Pose  Classification  Detection  CNN  Inference  PDF
• 2018-12-26 End-to-End Latent Fingerprint Search    Kai Cao, Dinh-Luan Nguyen, Cori Tymoszek, A.K. Jain arXiv_CV arXiv_CV  Quantization  Recognition  Action  Quantitative  PDF
• 2018-12-24 Precision Highway for Ultra Low-Precision Quantization    Eunhyeok Park, Dongyoung Kim, Sungjoo Yoo, Peter Vajda arXiv_CV arXiv_CV  Quantization  RNN  Pose  Quantitative  CNN  Language_Model  PDF
• 2018-12-23 Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden    Dianbo Liu, Nestor Sepulveda, Ming Zheng arXiv_AI arXiv_AI  Quantization  Sparse  RNN  Medical  Prediction  PDF
• 2018-12-21 Quicker ADC : Unlocking the hidden potential of Product Quantization with SIMD    Fabien André, Anne-Marie Kermarrec, Nicolas Le Scouarnec arXiv_AI arXiv_AI  Quantization  Optimization  Pose  Face  PDF
• 2018-12-20 SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks    Mi Sun Park, Xiaofan Xu, Cormac Brick arXiv_AI arXiv_AI  NAS  Quantization  Recognition  Sparse  Speech  Pose  Detection  Object_Detection  Speech_Recognition  PDF
• 2018-12-16 Auto-tuning Neural Network Quantization Framework for Collaborative Inference Between the Cloud and Edge    Guangli Li, Lei Liu, Xueying Wang, Xiao Dong, Peng Zhao, Xiaobing Feng arXiv_AI arXiv_AI  Quantization  Pose  Inference  PDF
• 2018-12-16 Efficient Super Resolution Using Binarized Neural Network    Yinglan Ma, Hongyu Xiong, Zhe Hu, Lizhuang Ma arXiv_AI arXiv_AI  Reconstruction  Quantization  Enhancement  Recognition  Super_Resolution  Pose  Image_Enhancement  Quantitative  Classification  CNN  Image_Classification  Inference  PDF
• 2018-12-15 Deep Neural Network Compression with Single and Multiple Level Quantization    Yuhui Xu, Yongzhuang Wang, Aojun Zhou, Weiyao Lin, Hongkai Xiong arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2018-12-12 E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs    Zhe Li, Caiwen Ding, Siyue Wang, Wujie Wen, Youwei Zhuo, Chang Liu, Qinru Qiu, Wenyao Xu, Xue Lin, Xuehai Qian, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Recognition  Optimization  RNN  Speech  Pose  Speech_Recognition  PDF
• 2018-12-11 Proximal Mean-field for Neural Network Quantization    Thalaiyasingam Ajanthan, Puneet K. Dokania, Richard Hartley, Philip H. S. Torr arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Optimization  Action  Classification  CNN  Image_Classification  PDF
• 2018-12-06 Trained Rank Pruning for Efficient Deep Neural Networks    Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Regularization  Pose  Prediction  PDF
• 2018-12-06 DNQ: Dynamic Network Quantization    Yuhui Xu, Shuai Zhang, Yingyong Qi, Jiaxian Guo, Weiyao Lin, Hongkai Xiong arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2018-12-04 Prototype-based Neural Network Layers: Incorporating Vector Quantization    Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann arXiv_AI arXiv_AI  Quantization  Pose  Classification  Image_Classification  PDF
• 2018-12-02 MDU-Net: Multi-scale Densely Connected U-Net forlinebreak biomedical image segmentation    Jiawei Zhang, Yuzhen Jin, Jilan Xu, Xiaowei Xu, Yanchun Zhang arXiv_CV arXiv_CV  Segmentation  Quantization  Pose  Quantitative  Medical  CNN  PDF
• 2018-11-30 Mixed Precision Quantization of ConvNets via Differentiable Neural Architecture Search    Bichen Wu, Yanghan Wang, Peizhao Zhang, Yuandong Tian, Peter Vajda, Kurt Keutzer arXiv_CV arXiv_CV  NAS  Quantization  Optimization  Pose  Inference  PDF
• 2018-11-28 Quantizing Euclidean motions via double-coset decomposition    Christian Wülker, Gregory S. Chirikjian arXiv_RO arXiv_RO  Quantization  Action  PDF
• 2018-11-24 On Periodic Functions as Regularizers for Quantization of Neural Networks    Maxim Naumov, Utku Diril, Jongsoo Park, Benjamin Ray, Jedrzej Jablonski, Andrew Tulloch arXiv_CV arXiv_CV  Quantization  Regularization  Pose  Deep_Learning  PDF
• 2018-11-23 Joint Neural Architecture Search and Quantization    Yukang Chen, Gaofeng Meng, Qian Zhang, Xinbang Zhang, Liangchen Song, Shiming Xiang, Chunhong Pan arXiv_CV arXiv_CV  NAS  Quantization  Deep_Learning  PDF
• 2018-11-22 Rethinking Binary Neural Network for Accurate Image Classification and Semantic Segmentation    Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid arXiv_CV arXiv_CV  Segmentation  Quantization  Semantic_Segmentation  Pose  Classification  Image_Classification  Prediction  PDF
• 2018-11-21 HAQ: Hardware-Aware Automated Quantization    Kuan Wang, Zhijian Liu, Yujun Lin, Ji Lin, Song Han arXiv_CV arXiv_CV  Quantization  Reinforcement_Learning  Inference  PDF
• 2018-11-21 Synetgy: Algorithm-hardware Co-design for ConvNet Accelerators on Embedded FPGAs    Yifan Yang, Qijing Huang, Bichen Wu, Tianjun Zhang, Liang Ma, Giulio Gambardella, Michaela Blott, Luciano Lavagno, Kees Vissers, John Wawrzynek, Kurt Keutzer arXiv_CV arXiv_CV  Quantization  Classification  Attention  Inference  PDF
• 2018-11-12 On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks    Yukun Ding, Jinglan Liu, Jinjun Xiong, Yiyu Shi arXiv_CV arXiv_CV  Quantization  Knowledge  PDF
• 2018-11-06 Fast High-Dimensional Bilateral and Nonlocal Means Filtering    Pravin Nair, Kunal. N. Chaudhury arXiv_CV arXiv_CV  Quantization  Pose  PDF
• 2018-11-05 A Unified Framework of DNN Weight Pruning and Weight Clustering/Quantization Using ADMM    Shaokai Ye, Tianyun Zhang, Kaiqi Zhang, Jiayu Li, Jiaming Xie, Yun Liang, Sijia Liu, Xue Lin, Yanzhi Wang arXiv_CV arXiv_CV  Quantization  Optimization  Pose  PDF
• 2018-11-05 Deep Multiple Description Coding by Learning Scalar Quantization    Lijun Zhao, Huihui Bai, Anhong Wang, Yao Zhao arXiv_CV arXiv_CV  Reconstruction  Quantization  Self-Supervised  Pose  PDF
• 2018-11-01 Online Embedding Compression for Text Classification using Low Rank Matrix Factorization    Anish Acharya, Rahul Goel, Angeliki Metallinou, Inderjit Dhillon arXiv_CL arXiv_CL  Embedding  Quantization  Text_Classification  Pose  Classification  Deep_Learning  Inference  PDF
• 2018-11-01 Towards Highly Accurate and Stable Face Alignment for High-Resolution Videos    Ying Tai, Yicong Liang, Xiaoming Liu, Lei Duan, Jilin Li, Chengjie Wang, Feiyue Huang, Yu Chen arXiv_CV arXiv_CV  Quantization  Pose_Estimation  Pose  Face  Action  PDF
• 2018-10-31 Low-Precision Random Fourier Features for Memory-Constrained Kernel Approximation    Jian Zhang, Avner May, Tri Dao, Christopher Ré arXiv_AI arXiv_AI  Quantization  Pose  PDF
• 2018-10-31 Convolutional Neural Network Quantization using Generalized Gamma Distribution    Doyun Kim, Han Young Yim, Sanghyuck Ha, Changgwun Lee, Inyup Kang arXiv_AI arXiv_AI  Quantization  Pose  Action  CNN  PDF
• 2018-10-29 Compression of Deep Convolutional Neural Networks under Joint Sparsity Constraints    Yoojin Choi, Mostafa El-Khamy, Jungwon Lee arXiv_CV arXiv_CV  Quantization  Optimization  Sparse  Pose  CNN  PDF
• 2018-10-20 Differentiable Fine-grained Quantization for Deep Neural Network Compression    Hsin-Pai Cheng, Yuanjun Huang, Xuyang Guo, Yifei Huang, Feng Yan, Hai Li, Yiran Chen arXiv_AI arXiv_AI  Quantization  Optimization  Pose  PDF
• 2018-10-18 Implicit Dual-domain Convolutional Network for Robust Color Image Compression Artifact Reduction    Bolun Zheng, Yaowu Chen, Xiang Tian, Fan Zhou, Xuesong Liu arXiv_CV arXiv_CV  Quantization  Pose  Image_Compression  CNN  PDF
• 2018-10-11 A Novel Chaotic Uniform Quantizer for Speech Coding    Osama A. S. Alkishriwo arXiv_SD arXiv_SD  Quantization  Speech  Pose  PDF
• 2018-10-02 ACIQ: Analytical Clipping for Integer Quantization of neural networks    Ron Banner, Yury Nahshan, Elad Hoffer, Daniel Soudry arXiv_CV arXiv_CV  Quantization  Pose  Inference  PDF
• 2018-09-18 Integral Human Pose Regression    Xiao Sun, Bin Xiao, Fangyin Wei, Shuang Liang, Yichen Wei arXiv_CV arXiv_CV  Quantization  3D  Pose_Estimation  Pose  PDF
• 2018-09-14 Deep Compressive Autoencoder for Action Potential Compression in Large-Scale Neural Recording    Tong Wu, Wenfeng Zhao, Edward Keefer, Zhi Yang arXiv_AI arXiv_AI  Reconstruction  Embedding  Quantization  Pose  Face  Action  Deep_Learning  Activity  PDF
• 2018-09-13 Quantization Mimic: Towards Very Tiny CNN for Object Detection    Yi Wei, Xinyu Pan, Hongwei Qin, Wanli Ouyang, Junjie Yan arXiv_CV arXiv_CV  Quantization  Knowledge  Pose  Face  Detection  Object_Detection  PDF
• 2018-09-08 Operations Guided Neural Networks for High Fidelity Data-To-Text Generation    Feng Nie, Jinpeng Wang, Jin-Ge Yao, Rong Pan, Chin-Yew Lin arXiv_AI arXiv_AI  Quantization  Pose  Attention  Text_Generation  Inference  PDF
• 2018-09-04 Coverage-Guided Fuzzing for Deep Neural Networks    Xiaofei Xie, Lei Ma, Felix Juefei-Xu, Hongxu Chen, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See arXiv_AI arXiv_AI  Quantization  Pose  Autonomous  PDF
• 2018-09-04 Deep Priority Hashing    Zhangjie Cao, Ziping Sun, Mingsheng Long, Jianmin Wang, Philip S. Yu arXiv_CV arXiv_CV  Quantization  Image_Retrieval  Pose  PDF
• 2018-09-03 Memory-Efficient Global Refinement of Decision-Tree Ensembles and its Application to Face Alignment    Nenad Markuš, Ivan Gogić, Igor S. Pandžić, Jörgen Ahlberg arXiv_CV arXiv_CV  Quantization  Facial_Landmark  Face  PDF
• 2018-09-01 Learning Low Precision Deep Neural Networks through Regularization    Yoojin Choi, Mostafa El-Khamy, Jungwon Lee arXiv_CV arXiv_CV  Quantization  Super_Resolution  Regularization  Pose  Inference  PDF
• 2018-08-28 Hierarchical Quantized Representations for Script Generation    Noah Weber, Leena Shekhar, Niranjan Balasubramanian, Nathanael Chambers arXiv_CL arXiv_CL  Embedding  Quantization  Knowledge  Pose  Language_Model  PDF
• 2018-08-17 A study on speech enhancement using exponent-only floating point quantized neural network    Yi-Te Hsu, Yu-Chen Lin, Szu-Wei Fu, Yu Tsao, Tei-Wei Kuo arXiv_AI arXiv_AI  Quantization  Enhancement  RNN  Speech  Pose  Classification  CNN  PDF
• 2018-08-17 Joint Training of Low-Precision Neural Network with Quantization Interval Parameters    Sangil Jung, Changyong Son, Seohyung Lee, Jinwoo Son, Youngjun Kwak, Jae-Joon Han, Changkyu Choi arXiv_CV arXiv_CV  Quantization  Optimization  Pose  CNN  PDF
• 2018-08-15 DNN Feature Map Compression using Learned Representation over GF    Denis A. Gudovskiy, Alec Hodgkinson, Luca Rigazio arXiv_CV arXiv_CV  Quantization  Pose  Classification  Detection  Object_Detection  Inference  PDF
• 2018-08-15 Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks    Penghang Yin, Shuai Zhang, Jiancheng Lyu, Stanley Osher, Yingyong Qi, Jack Xin