Survey: Exploiting Data Redundancy for Optimization of Deep Learning

29 August 2022

Papers citing "Survey: Exploiting Data Redundancy for Optimization of Deep Learning"

33 / 83 papers shown

Title
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 196 2,521 0 19 Jul 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 83 561 0 05 Jul 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 219 7,989 0 22 May 2017
CBinfer: Change-Based Inference for Convolutional Neural Networks on Video Data Lukas Cavigelli Philippe Degen Luca Benini BDL 55 51 0 14 Apr 2017
What do Neural Machine Translation Models Learn about Morphology? Yonatan Belinkov Nadir Durrani Fahim Dalvi Hassan Sajjad James R. Glass 98 414 0 11 Apr 2017
Flow-Guided Feature Aggregation for Video Object Detection Xizhou Zhu Yujie Wang Jifeng Dai Lu Yuan Yichen Wei 79 620 0 29 Mar 2017
NoScope: Optimizing Neural Network Queries over Video at Scale Daniel Kang John Emmons Firas Abuzaid Peter Bailis Matei A. Zaharia 77 206 0 07 Mar 2017
Object Detection in Videos with Tubelet Proposal Networks Kai Kang Hongsheng Li Tong Xiao Wanli Ouyang Junjie Yan Xihui Liu Xiaogang Wang 49 194 0 21 Feb 2017
Deep Feature Flow for Video Recognition Xizhou Zhu Yuwen Xiong Jifeng Dai Lu Yuan Yichen Wei 99 597 0 23 Nov 2016
SoundNet: Learning Sound Representations from Unlabeled Video Y. Aytar Carl Vondrick Antonio Torralba SSL 111 1,040 0 27 Oct 2016
Compressing Neural Language Models by Sparse Word Representations Yunchuan Chen Lili Mou Yan Xu Ge Li Zhi Jin MoE 35 30 0 13 Oct 2016
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations Itay Hubara Matthieu Courbariaux Daniel Soudry Ran El-Yaniv Yoshua Bengio MQ 140 1,862 0 22 Sep 2016
Network Trimming: A Data-Driven Neuron Pruning Approach towards Efficient Deep Architectures Hengyuan Hu Rui Peng Yu-Wing Tai Chi-Keung Tang 64 891 0 12 Jul 2016
CRAFT Objects from Images Bin Yang Junjie Yan Zhen Lei Stan Z. Li ObjD 65 123 0 12 Apr 2016
T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos Kai Kang Hongsheng Li Junjie Yan Xingyu Zeng Binh Yang ... Cong Zhang Zhe Wang Ruohui Wang Xiaogang Wang Wanli Ouyang ObjD 56 478 0 09 Apr 2016
Leaving Some Stones Unturned: Dynamic Feature Prioritization for Activity Detection in Streaming Video Yu-Chuan Su Kristen Grauman 246 29 0 01 Apr 2016
Seq-NMS for Video Object Detection Wei Han Pooya Khorrami T. Paine Prajit Ramachandran Mohammad Babaeizadeh Humphrey Shi Jianan Li Shuicheng Yan Thomas S. Huang 43 301 0 26 Feb 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 139 7,465 0 24 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.1K 193,426 0 10 Dec 2015
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 202 29,742 0 08 Dec 2015
End-to-end Learning of Action Detection from Frame Glimpses in Videos Serena Yeung Olga Russakovsky Greg Mori Li Fei-Fei EgoV 98 608 0 22 Nov 2015
Neural Machine Translation of Rare Words with Subword Units Rico Sennrich Barry Haddow Alexandra Birch 195 7,729 0 31 Aug 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 478 62,122 0 04 Jun 2015
PerforatedCNNs: Acceleration through Elimination of Redundant Convolutions Mikhail Figurnov Aizhan Ibraimova Dmitry Vetrov Pushmeet Kohli 46 137 0 30 Apr 2015
FlowNet: Learning Optical Flow with Convolutional Networks Philipp Fischer Alexey Dosovitskiy Eddy Ilg Philip Häusser C. Hazirbas Vladimir Golkov Patrick van der Smagt Daniel Cremers Thomas Brox 3DPC 300 4,171 0 26 Apr 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 320 19,609 0 09 Mar 2015
Exploiting Feature and Class Relationships in Video Categorization with Regularized Deep Neural Networks Yu-Gang Jiang Zuxuan Wu Jun Wang Xiangyang Xue Shih-Fu Chang 79 360 0 25 Feb 2015
Fractional Max-Pooling Benjamin Graham TPM 90 517 0 18 Dec 2014
DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection Wanli Ouyang Xiaogang Wang Xingyu Zeng Shi Qiu Ping Luo ... Hongsheng Li Shuo Yang Zhe Wang Chen Change Loy Xiaoou Tang ObjD 66 437 0 17 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.5K 100,213 0 04 Sep 2014
Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan Andrew Zisserman 237 7,526 0 09 Jun 2014
Network In Network Min Lin Qiang Chen Shuicheng Yan 283 6,274 0 16 Dec 2013
UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild K. Soomro Amir Zamir M. Shah CLIP VGen 133 6,145 0 03 Dec 2012