Dynamic Neural Networks: A Survey

9 February 2021

Gao Huang

Yulin Wang

Papers citing "Dynamic Neural Networks: A Survey"

50 / 210 papers shown

Title
Why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem Matthias Hein Maksym Andriushchenko Julian Bitterwolf OODD 143 557 0 13 Dec 2018
ELASTIC: Improving CNNs with Dynamic Scaling Policies Huiyu Wang Aniruddha Kembhavi Ali Farhadi Alan Yuille Mohammad Rastegari 156 58 0 13 Dec 2018
AdaFrame: Adaptive Frame Selection for Fast Video Recognition Zuxuan Wu Caiming Xiong Chih-Yao Ma R. Socher L. Davis 157 198 0 29 Nov 2018
You Look Twice: GaterNet for Dynamic Filter Selection in CNNs Zhourong Chen Yang Li Samy Bengio Si Si 73 98 0 27 Nov 2018
Deformable ConvNets v2: More Deformable, Better Results Xizhou Zhu Han Hu Stephen Lin Jifeng Dai ObjD 92 2,005 0 27 Nov 2018
InstaNAS: Instance-aware Neural Architecture Search A. Cheng Chieh Hubert Lin Da-Cheng Juan Wei Wei Min Sun 53 46 0 26 Nov 2018
SpotTune: Transfer Learning through Adaptive Fine-tuning Yunhui Guo Humphrey Shi Abhishek Kumar Kristen Grauman Tajana Simunic Rogerio Feris 67 450 0 21 Nov 2018
Synetgy: Algorithm-hardware Co-design for ConvNet Accelerators on Embedded FPGAs Yifan Yang Qijing Huang Bichen Wu Tianjun Zhang Liang Ma ... Michaela Blott Sebastiano Fabio Schifano K. Vissers J. Wawrzynek Kurt Keutzer 53 117 0 21 Nov 2018
StNet: Local and Global Spatial-Temporal Modeling for Action Recognition Dongliang He Zhichao Zhou Chuang Gan Fu Li Xiao-Chang Liu Yandong Li Limin Wang Shilei Wen 69 133 0 05 Nov 2018
Compact Generalized Non-local Network Kaiyu Yue Ming Sun Yuchen Yuan Feng Zhou Errui Ding Fuxin Xu 40 161 0 31 Oct 2018
Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks Jie Hu Li Shen Samuel Albanie Gang Sun Andrea Vedaldi 69 574 0 29 Oct 2018
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks Weiping Song Chence Shi Zhiping Xiao Zhijian Duan Yewen Xu Ming Zhang Jian Tang CML 54 854 0 29 Oct 2018
Dynamic Channel Pruning: Feature Boosting and Suppression Xitong Gao Yiren Zhao Łukasz Dudziak Robert D. Mullins Chengzhong Xu 63 316 0 12 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.4K 94,511 0 11 Oct 2018
Learning to Zoom: a Saliency-Based Sampling Layer for Neural Networks Adrià Recasens Petr Kellnhofer Simon Stent Wojciech Matusik Antonio Torralba 59 131 0 10 Sep 2018
Question-Guided Hybrid Convolution for Visual Question Answering Peng Gao Pan Lu Hongsheng Li Shuang Li Yikang Li Guosheng Lin Xiaogang Wang 125 68 0 08 Aug 2018
Adaptive Neural Trees Ryutaro Tanno Kai Arulkumaran Daniel C. Alexander A. Criminisi A. Nori 289 166 0 17 Jul 2018
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 206 16,450 0 17 Jul 2018
Universal Transformers Mostafa Dehghani Stephan Gouws Oriol Vinyals Jakob Uszkoreit Lukasz Kaiser 78 752 0 10 Jul 2018
MetaAnchor: Learning to Detect Objects with Customized Anchors Tong Yang Xiangyu Zhang Zeming Li Wenqiang Zhang Jian Sun ObjD 75 136 0 03 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 185 4,345 0 24 Jun 2018
Focused Hierarchical RNNs for Conditional Sequence Processing Nan Rosemary Ke Konrad Zolna Alessandro Sordoni Zhouhan Lin Adam Trischler Yoshua Bengio Joelle Pineau Laurent Charlin C. Pal AIMat 41 25 0 12 Jun 2018
Channel Gating Neural Networks Weizhe Hua Yuan Zhou Christopher De Sa Zhiru Zhang G. E. Suh 50 180 0 29 May 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 118 1,771 0 24 May 2018
Pixel-wise Attentional Gating for Parsimonious Pixel Labeling Shu Kong Charless C. Fowlkes 68 40 0 03 May 2018
IamNN: Iterative and Adaptive Mobile Neural Network for Efficient Image Classification Sam Leroux Pavlo Molchanov Pieter Simoens Bart Dhoedt Thomas Breuel Jan Kautz 33 41 0 26 Apr 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 122 2,481 0 12 Apr 2018
Dynamic Video Segmentation Network Yu-Syuan Xu Tsu-Jui Fu Hsuan-Kung Yang Chun-Yi Lee VOS 66 126 0 03 Apr 2018
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks Abhijit Guha Roy Nassir Navab Christian Wachinger 61 800 0 07 Mar 2018
Discrete Autoencoders for Sequence Models Lukasz Kaiser Samy Bengio BDL 55 50 0 29 Jan 2018
SBNet: Sparse Blocks Network for Fast Inference Mengye Ren A. Pokrovsky Binh Yang R. Urtasun 102 179 0 07 Jan 2018
Convolutional Networks with Adaptive Inference Graphs Andreas Veit Serge J. Belongie OOD GNN 93 383 0 30 Nov 2017
Distilling a Neural Network Into a Soft Decision Tree Nicholas Frosst Geoffrey E. Hinton 309 636 0 27 Nov 2017
SkipNet: Learning Dynamic Routing in Convolutional Networks Xin Wang Feng Yu Zi-Yi Dou Trevor Darrell Joseph E. Gonzalez 66 633 0 26 Nov 2017
CondenseNet: An Efficient DenseNet using Learned Group Convolutions Gao Huang Shichen Liu Laurens van der Maaten Kilian Q. Weinberger 85 796 0 25 Nov 2017
BlockDrop: Dynamic Inference Paths in Residual Networks Zuxuan Wu Tushar Nagarajan Abhishek Kumar Steven J. Rennie L. Davis Kristen Grauman Rogerio Feris 84 463 0 22 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 257 8,888 0 21 Nov 2017
Neural Speed Reading via Skim-RNN Minjoon Seo Sewon Min Ali Farhadi Hannaneh Hajishirzi 65 79 0 06 Nov 2017
Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning Clemens Rosenbaum Tim Klinger Matthew D Riemer 81 244 0 03 Nov 2017
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 136 4,589 0 26 Oct 2017
Energy-efficient Amortized Inference with Cascaded Deep Classifiers Jiaqi Guan Yang Liu Qiang Liu Jian-wei Peng 34 33 0 10 Oct 2017
FiLM: Visual Reasoning with a General Conditioning Layer Ethan Perez Florian Strub H. D. Vries Vincent Dumoulin Aaron Courville FAtt AIMat OffRL AI4CE 312 2,202 0 22 Sep 2017
BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks Surat Teerapittayanon Bradley McDanel H. T. Kung UQCV 80 1,137 0 06 Sep 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 376 26,365 0 05 Sep 2017
Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks Victor Campos Brendan Jou Xavier Giró-i-Nieto Jordi Torres Shih-Fu Chang 47 218 0 22 Aug 2017
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 122 2,418 0 22 Aug 2017
Segmentation-Aware Convolutional Networks Using Local Attention Masks Adam W. Harley Konstantinos G. Derpanis Iasonas Kokkinos SSeg 177 142 0 15 Aug 2017
Video Frame Interpolation via Adaptive Separable Convolution Simon Niklaus Long Mai Feng Liu 99 699 0 05 Aug 2017
Adaptive Feeding: Achieving Fast and Accurate Detections by Adaptively Combining Object Detectors Hong-Yu Zhou Bin-Bin Gao Jianxin Wu ObjD 64 28 0 20 Jul 2017
Modulating early visual processing by language H. D. Vries Florian Strub Jérémie Mary Hugo Larochelle Olivier Pietquin Aaron Courville 106 486 0 02 Jul 2017