Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition

31 July 2019

Wenhao Wu

Dongliang He

Xiao Tan

Shifeng Chen

Shilei Wen

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Papers citing "Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition"

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Title
Robust Image Matching By Dynamic Feature Selection Hao Huang Jianchun Chen Xiang Li Lingjing Wang Yi Fang 84 3 0 13 Aug 2020
Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in Videos Dongliang He Xiang Zhao Jizhou Huang Fu Li Xiao-Chang Liu Shilei Wen 35 152 0 21 Jan 2019
AdaFrame: Adaptive Frame Selection for Fast Video Recognition Zuxuan Wu Caiming Xiong Chih-Yao Ma R. Socher L. Davis 140 195 0 29 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 49 133 0 05 Nov 2018
Compact Generalized Non-local Network Kaiyu Yue Ming Sun Yuchen Yuan Feng Zhou Errui Ding Fuxin Xu 24 161 0 31 Oct 2018
Fine-grained Video Categorization with Redundancy Reduction Attention Chen Zhu Xiao Tan Feng Zhou Xiao-Chang Liu Kaiyu Yue Errui Ding Yi-An Ma 48 46 0 26 Oct 2018
The ActivityNet Large-Scale Activity Recognition Challenge 2018 Summary Guohao Li Juan Carlos Niebles Cees G. M. Snoek Fabian Caba Heilbron Humam Alwassel Victor Escorcia Ranjay Krishna S. Buch Cuong Duc Dao 60 65 0 11 Aug 2018
Multi-Fiber Networks for Video Recognition Yunpeng Chen Yannis Kalantidis Jianshu Li Shuicheng Yan Jiashi Feng CVBM 93 217 0 30 Jul 2018
Motion Feature Network: Fixed Motion Filter for Action Recognition Myunggi Lee Seungeui Lee S. Son Gyutae Park Nojun Kwak 51 122 0 26 Jul 2018
Videos as Space-Time Region Graphs Xinyu Wang Abhinav Gupta 65 753 0 05 Jun 2018
ECO: Efficient Convolutional Network for Online Video Understanding Mohammadreza Zolfaghari Kamaljeet Singh Thomas Brox 168 499 0 24 Apr 2018
Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification Saining Xie Chen Sun Jonathan Huang Zhuowen Tu Kevin Patrick Murphy 3DH 128 1,317 0 13 Dec 2017
A Closer Look at Spatiotemporal Convolutions for Action Recognition Du Tran Heng Wang Lorenzo Torresani Jamie Ray Yann LeCun Manohar Paluri 179 3,007 0 30 Nov 2017
Optical Flow Guided Feature: A Fast and Robust Motion Representation for Video Action Recognition Shuyang Sun Zhanghui Kuang Wanli Ouyang Lu Sheng Wayne Zhang 64 296 0 29 Nov 2017
Video Captioning via Hierarchical Reinforcement Learning Xin Eric Wang Wenhu Chen Jiawei Wu Yuan-fang Wang William Yang Wang 68 228 0 29 Nov 2017
Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks Zhaofan Qiu Ting Yao Tao Mei 63 1,655 0 28 Nov 2017
Attention Clusters: Purely Attention Based Local Feature Integration for Video Classification Xiang Long Chuang Gan Gerard de Melo Jiajun Wu Xiao-Chang Liu Shilei Wen 54 209 0 27 Nov 2017
Appearance-and-Relation Networks for Video Classification Limin Wang Wei Li Wen Li Luc Van Gool 57 351 0 24 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 208 8,867 0 21 Nov 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 334 26,241 0 05 Sep 2017
RED: Reinforced Encoder-Decoder Networks for Action Anticipation J. Gao Zhenheng Yang Ram Nevatia 65 194 0 16 Jul 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 194 7,961 0 22 May 2017
The Kinetics Human Action Video Dataset W. Kay João Carreira Karen Simonyan Brian Zhang Chloe Hillier ... Tim Green T. Back Apostol Natsev Mustafa Suleyman Andrew Zisserman 195 3,771 0 19 May 2017
ActionVLAD: Learning spatio-temporal aggregation for action classification Rohit Girdhar Deva Ramanan Abhinav Gupta Josef Sivic Bryan C. Russell AI4TS 61 451 0 10 Apr 2017
Deep Temporal Linear Encoding Networks Ali Diba Vivek Sharma Luc Van Gool 35 228 0 21 Nov 2016
Learning long-term dependencies for action recognition with a biologically-inspired deep network Yemin Shi Yonghong Tian Yaowei Wang Tiejun Huang 47 63 0 16 Nov 2016
Spatiotemporal Residual Networks for Video Action Recognition Christoph Feichtenhofer A. Pinz Richard P. Wildes 86 719 0 07 Nov 2016
Temporal Segment Networks: Towards Good Practices for Deep Action Recognition Limin Wang Yuanjun Xiong Zhe Wang Yu Qiao Dahua Lin Xiaoou Tang Luc Van Gool ViT 85 3,814 0 02 Aug 2016
Localizing by Describing: Attribute-Guided Attention Localization for Fine-Grained Recognition Xiao-Chang Liu Jiang Wang Shilei Wen Errui Ding Yuanqing Lin 20 77 0 20 May 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 161 8,805 0 04 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 473 27,231 0 02 Dec 2015
NetVLAD: CNN architecture for weakly supervised place recognition Relja Arandjelović Petr Gronát Akihiko Torii Tomas Pajdla Josef Sivic 3DV SSL 111 2,626 0 23 Nov 2015
End-to-end Learning of Action Detection from Frame Glimpses in Videos Serena Yeung Olga Russakovsky Greg Mori Li Fei-Fei EgoV 60 608 0 22 Nov 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 298 43,154 0 11 Feb 2015
Long-term Recurrent Convolutional Networks for Visual Recognition and Description Jeff Donahue Lisa Anne Hendricks Marcus Rohrbach Subhashini Venugopalan S. Guadarrama Kate Saenko Trevor Darrell VLM 117 6,046 0 17 Nov 2014
Recurrent Models of Visual Attention Volodymyr Mnih N. Heess Alex Graves Koray Kavukcuoglu VLM 110 3,645 0 24 Jun 2014
Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan Andrew Zisserman 221 7,518 0 09 Jun 2014