Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions

30 August 2021

Papers citing "Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions"

50 / 77 papers shown

Title
Dynamic Neural Networks: A Survey Yizeng Han Gao Huang Shiji Song Le Yang Honghui Wang Yulin Wang 3DH AI4TS AI4CE 57 638 0 09 Feb 2021
Hybrid and Non-Uniform quantization methods using retro synthesis data for efficient inference Gvsl Tej Pratap R. Kumar MQ 39 1 0 26 Dec 2020
Hybrid Tensor Decomposition in Neural Network Compression Bijiao Wu Dingheng Wang Guangshe Zhao Lei Deng Guoqi Li 44 46 0 29 Jun 2020
ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions Zechun Liu Zhiqiang Shen Marios Savvides Kwang-Ting Cheng MQ 84 353 0 07 Mar 2020
Dynamic Inference: A New Approach Toward Efficient Video Action Recognition Wenhao Wu Dongliang He Xiao Tan Shifeng Chen Yi Yang Shilei Wen 49 35 0 09 Feb 2020
Proving the Lottery Ticket Hypothesis: Pruning is All You Need Eran Malach Gilad Yehudai Shai Shalev-Shwartz Ohad Shamir 93 272 0 03 Feb 2020
Dynamic Convolution: Attention over Convolution Kernels Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Lu Yuan Zicheng Liu 69 886 0 07 Dec 2019
Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers Yukuan Yang Shuang Wu Lei Deng Tianyi Yan Yuan Xie Guoqi Li MQ 117 112 0 05 Sep 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 78 1,267 0 26 Aug 2019
Make Skeleton-based Action Recognition Model Smaller, Faster and Better Fan Yang S. Sakti Yang Wu Satoshi Nakamura 42 150 0 23 Jul 2019
Importance Estimation for Neural Network Pruning Pavlo Molchanov Arun Mallya Stephen Tyree I. Frosio Jan Kautz 3DPC 68 866 0 25 Jun 2019
One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers Ari S. Morcos Haonan Yu Michela Paganini Yuandong Tian 41 228 0 06 Jun 2019
Playing the lottery with rewards and multiple languages: lottery tickets in RL and NLP Haonan Yu Sergey Edunov Yuandong Tian Ari S. Morcos 49 148 0 06 Jun 2019
Training Data Subset Search with Ensemble Active Learning Kashyap Chitta J. Álvarez Elmar Haussmann C. Farabet 47 13 0 29 May 2019
Pixel-Adaptive Convolutional Neural Networks Hang Su Varun Jampani Deqing Sun Orazio Gallo Erik Learned-Miller Jan Kautz 64 287 0 10 Apr 2019
Modeling Point Clouds with Self-Attention and Gumbel Subset Sampling Jiancheng Yang Qiang Zhang Bingbing Ni Linguo Li Jinxian Liu Mengdie Zhou Qi Tian 3DPC 64 379 0 06 Apr 2019
Improving Neural Network Quantization without Retraining using Outlier Channel Splitting Ritchie Zhao Yuwei Hu Jordan Dotzel Christopher De Sa Zhiru Zhang OODD MQ 75 307 0 28 Jan 2019
Hierarchical LSTMs with Adaptive Attention for Visual Captioning Jingkuan Song Xiangpeng Li Lianli Gao Heng Tao Shen 46 221 0 26 Dec 2018
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 78 1,865 0 02 Dec 2018
AdaFrame: Adaptive Frame Selection for Fast Video Recognition Zuxuan Wu Caiming Xiong Chih-Yao Ma R. Socher L. Davis 142 195 0 29 Nov 2018
HAQ: Hardware-Aware Automated Quantization with Mixed Precision Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 104 876 0 21 Nov 2018
SpotTune: Transfer Learning through Adaptive Fine-tuning Yunhui Guo Humphrey Shi Abhishek Kumar Kristen Grauman Tajana Simunic Rogerio Feris 62 447 0 21 Nov 2018
Dynamic Channel Pruning: Feature Boosting and Suppression Xitong Gao Yiren Zhao Łukasz Dudziak Robert D. Mullins Chengzhong Xu 58 312 0 12 Oct 2018
Compressing the Input for CNNs with the First-Order Scattering Transform Edouard Oyallon Eugene Belilovsky Sergey Zagoruyko Michal Valko 39 25 0 27 Sep 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 170 4,326 0 24 Jun 2018
Scalable Methods for 8-bit Training of Neural Networks Ron Banner Itay Hubara Elad Hoffer Daniel Soudry MQ 73 335 0 25 May 2018
Do Better ImageNet Models Transfer Better? Simon Kornblith Jonathon Shlens Quoc V. Le OOD MLT 141 1,319 0 23 May 2018
AutoPruner: An End-to-End Trainable Filter Pruning Method for Efficient Deep Model Inference Jian-Hao Luo Jianxin Wu 37 207 0 23 May 2018
End-to-end Learning of a Convolutional Neural Network via Deep Tensor Decomposition Samet Oymak Mahdi Soltanolkotabi 60 12 0 16 May 2018
ContextNet: Exploring Context and Detail for Semantic Segmentation in Real-time Rudra P. K. Poudel Ujwal D. Bonde Stephan Liwicki Christopher Zach SSeg 54 230 0 11 May 2018
FFNet: Video Fast-Forwarding via Reinforcement Learning Shuyue Lan Yikang Shen Qi Zhu Amit K. Roy-Chowdhury 36 48 0 08 May 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 182 499 0 24 Apr 2018
ECO: Efficient Convolutional Network for Online Video Understanding Mohammadreza Zolfaghari Kamaljeet Singh Thomas Brox 172 498 0 24 Apr 2018
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices Sheng Chen Yang Liu Xiang Gao Zhen Han CVBM 3DH 52 558 0 20 Apr 2018
Video Compression through Image Interpolation Chao-Yuan Wu Nayan Singhal Philipp Krahenbuhl VGen 64 319 0 18 Apr 2018
Towards Image Understanding from Deep Compression without Decoding Robert Torfason Fabian Mentzer E. Agustsson Michael Tschannen Radu Timofte Luc Van Gool AI4CE 59 153 0 16 Mar 2018
Deep Co-Training for Semi-Supervised Image Recognition Siyuan Qiao Wei Shen Zhishuai Zhang Bo Wang Alan Yuille 44 446 0 15 Mar 2018
Neural Architecture Search with Bayesian Optimisation and Optimal Transport Kirthevasan Kandasamy Willie Neiswanger J. Schneider Barnabás Póczós Eric Xing 64 603 0 11 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 69 1,348 0 10 Feb 2018
From Hashing to CNNs: Training BinaryWeight Networks via Hashing Qinghao Hu Peisong Wang Jian Cheng MQ 53 98 0 08 Feb 2018
Mixed Precision Training of Convolutional Neural Networks using Integer Operations Dipankar Das Naveen Mellempudi Dheevatsa Mudigere Dhiraj D. Kalamkar Sasikanth Avancha ... J. Corbal N. Shustrov R. Dubtsov Evarist Fomenko V. Pirogov MQ 61 154 0 03 Feb 2018
Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification Saining Xie Chen Sun Jonathan Huang Zhuowen Tu Kevin Patrick Murphy 3DH 133 1,317 0 13 Dec 2017
Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training Chengyue Wu Song Han Huizi Mao Yu Wang W. Dally 107 1,399 0 05 Dec 2017
Towards High Performance Video Object Detection Xizhou Zhu Jifeng Dai Lu Yuan Yichen Wei ObjD 51 243 0 30 Nov 2017
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth Map Gyeongsik Moon Ju Yong Chang Kyoung Mu Lee 3DH 59 412 0 20 Nov 2017
Compact Neural Networks based on the Multiscale Entanglement Renormalization Ansatz A. Hallam Edward Grant V. Stojevic Simone Severini A. Green 28 9 0 09 Nov 2017
Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks Urs Koster T. Webb Xin Eric Wang Marcel Nassar Arjun K. Bansal ... Luke Hornof A. Khosrowshahi Carey Kloss Ruby J. Pai N. Rao MQ 40 261 0 06 Nov 2017
Hierarchical Representations for Efficient Architecture Search Hanxiao Liu Karen Simonyan Oriol Vinyals Chrisantha Fernando Koray Kavukcuoglu 3DV 74 925 0 01 Nov 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 135 1,262 0 05 Oct 2017
WRPN: Wide Reduced-Precision Networks Asit K. Mishra Eriko Nurvitadhi Jeffrey J. Cook Debbie Marr MQ 59 267 0 04 Sep 2017