AR-Net: Adaptive Frame Resolution for Efficient Action Recognition

31 July 2020

Papers citing "AR-Net: Adaptive Frame Resolution for Efficient Action Recognition"

50 / 53 papers shown

Title
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 106 2 0 13 Mar 2025
Listen to Look: Action Recognition by Previewing Audio Ruohan Gao Tae-Hyun Oh Kristen Grauman Lorenzo Torresani VLM 83 252 0 10 Dec 2019
LiteEval: A Coarse-to-Fine Framework for Resource Efficient Video Recognition Zuxuan Wu Caiming Xiong Yu-Gang Jiang L. Davis 78 109 0 03 Dec 2019
More Is Less: Learning Efficient Video Representations by Big-Little Network and Depthwise Temporal Aggregation Quanfu Fan Chun-Fu Chen Hilde Kuehne Marco Pistoia David D. Cox 76 126 0 02 Dec 2019
Multi-Moments in Time: Learning and Interpreting Models for Multi-Action Video Understanding Mathew Monfort Bowen Pan K. Ramakrishnan A. Andonian Barry A. McNamara A. Lascelles Quanfu Fan Dan Gutfreund Rogerio Feris A. Oliva VLM 82 68 0 01 Nov 2019
Tiny Video Networks A. Piergiovanni A. Angelova Michael S. Ryoo 120 46 0 15 Oct 2019
Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition Wenhao Wu Dongliang He Xiao Tan Shifeng Chen Shilei Wen 67 127 0 31 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 142 18,134 0 28 May 2019
SCSampler: Sampling Salient Clips from Video for Efficient Action Recognition Bruno Korbar Du Tran Lorenzo Torresani 66 224 0 08 Apr 2019
Video Classification with Channel-Separated Convolutional Networks Du Tran Heng Wang Lorenzo Torresani Matt Feiszli 3DV 72 587 0 04 Apr 2019
SlowFast Networks for Video Recognition Christoph Feichtenhofer Haoqi Fan Jitendra Malik Kaiming He 166 3,274 0 10 Dec 2018
AutoFocus: Efficient Multi-Scale Inference Mahyar Najibi Bharat Singh L. Davis ObjD 85 128 0 04 Dec 2018
AdaFrame: Adaptive Frame Selection for Fast Video Recognition Zuxuan Wu Caiming Xiong Chih-Yao Ma R. Socher L. Davis 180 199 0 29 Nov 2018
SpotTune: Transfer Learning through Adaptive Fine-tuning Yunhui Guo Humphrey Shi Abhishek Kumar Kristen Grauman Tajana Simunic Rogerio Feris 86 452 0 21 Nov 2018
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 98 1,691 0 20 Nov 2018
Training compact deep learning models for video classification using circulant matrices Alexandre Araujo Benjamin Négrevergne Y. Chevaleyre Jamal Atif 41 14 0 02 Oct 2018
Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition Chun-Fu Chen Quanfu Fan Neil Rohit Mallinar Tom Sercu Rogerio Feris 42 96 0 10 Jul 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 184 19,316 0 13 Jan 2018
Moments in Time Dataset: one million videos for event understanding Mathew Monfort A. Andonian Bolei Zhou K. Ramakrishnan Sarah Adel Bargal ... L. Brown Quanfu Fan Dan Gutfreund Carl Vondrick A. Oliva 92 549 0 09 Jan 2018
Convolutional Networks with Adaptive Inference Graphs Andreas Veit Serge J. Belongie OOD GNN 95 385 0 30 Nov 2017
A Closer Look at Spatiotemporal Convolutions for Action Recognition Du Tran Heng Wang Lorenzo Torresani Jamie Ray Yann LeCun Manohar Paluri 219 3,030 0 30 Nov 2017
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet? Kensho Hara Hirokatsu Kataoka Y. Satoh 3DPC 126 1,934 0 27 Nov 2017
SkipNet: Learning Dynamic Routing in Convolutional Networks Xin Wang Feng Yu Zi-Yi Dou Trevor Darrell Joseph E. Gonzalez 101 636 0 26 Nov 2017
Temporal Relational Reasoning in Videos Bolei Zhou A. Andonian Aude Oliva Antonio Torralba NAI 98 1,039 0 22 Nov 2017
BlockDrop: Dynamic Inference Paths in Residual Networks Zuxuan Wu Tushar Nagarajan Abhishek Kumar Steven J. Rennie L. Davis Kristen Grauman Rogerio Feris 95 466 0 22 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 289 8,906 0 21 Nov 2017
Dynamic Zoom-in Network for Fast Object Detection in Large Images M. Gao Ruichi Yu Ang Li Vlad I. Morariu L. Davis ObjD 73 129 0 14 Nov 2017
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Xiangyu Zhang Xinyu Zhou Mengxiao Lin Jian Sun AI4TS 141 6,872 0 04 Jul 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 235 8,019 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 250 3,806 0 19 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,858 0 17 Apr 2017
Coordinating Filters for Faster Deep Neural Networks W. Wen Cong Xu Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 43 138 0 28 Mar 2017
More is Less: A More Complicated Network with Less Inference Complexity Xuanyi Dong Junshi Huang Yi Yang Shuicheng Yan 50 288 0 25 Mar 2017
Deciding How to Decide: Dynamic Routing in Artificial Neural Networks Mason McGill Pietro Perona 45 102 0 17 Mar 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 477 22,108 0 09 Dec 2016
Spatially Adaptive Computation Time for Residual Networks Michael Figurnov Maxwell D. Collins Yukun Zhu Li Zhang Jonathan Huang Dmitry Vetrov Ruslan Salakhutdinov 68 348 0 07 Dec 2016
Spatiotemporal Residual Networks for Video Action Recognition Christoph Feichtenhofer A. Pinz Richard P. Wildes 105 719 0 07 Nov 2016
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 342 5,364 0 03 Nov 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 193 3,697 0 31 Aug 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 105 3,835 0 02 Aug 2016
A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection Zhaowei Cai Quanfu Fan Rogerio Feris Nuno Vasconcelos ObjD 81 1,491 0 25 Jul 2016
Adaptive Computation Time for Recurrent Neural Networks Alex Graves 114 547 0 29 Mar 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 153 7,486 0 24 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
End-to-end Learning of Action Detection from Frame Glimpses in Videos Serena Yeung Olga Russakovsky Greg Mori Li Fei-Fei EgoV 106 608 0 22 Nov 2015
Conditional Computation in Neural Networks for faster models Emmanuel Bengio Pierre-Luc Bacon Joelle Pineau Doina Precup AI4CE 157 321 0 19 Nov 2015
P-CNN: Pose-based CNN Features for Action Recognition Guilhem Chéron Ivan Laptev Cordelia Schmid 57 612 0 11 Jun 2015
Compressing Neural Networks with the Hashing Trick Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 163 1,191 0 19 Apr 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 81 360 0 25 Feb 2015
Finding Action Tubes Georgia Gkioxari Jitendra Malik 75 599 0 21 Nov 2014