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