Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification

13 December 2017

Papers citing "Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification"

50 / 650 papers shown

Title
TokenLearner: What Can 8 Learned Tokens Do for Images and Videos? Michael S. Ryoo A. Piergiovanni Anurag Arnab Mostafa Dehghani A. Angelova ViT 37 127 0 21 Jun 2021
All You Can Embed: Natural Language based Vehicle Retrieval with Spatio-Temporal Transformers Carmelo Scribano D. Sapienza Giorgia Franchini M. Verucchi Marko Bertogna 34 4 0 18 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 11 0 18 Jun 2021
Multi-Granularity Network with Modal Attention for Dense Affective Understanding Baoming Yan Lin Wang Ke Gao Bo Gao Xiao-Chang Liu Chao Ban Jiang Yang Xiaobo Li VGen 6 1 0 18 Jun 2021
MaCLR: Motion-aware Contrastive Learning of Representations for Videos Fanyi Xiao Joseph Tighe Davide Modolo SSL 16 13 0 17 Jun 2021
Multi-level Attention Fusion Network for Audio-visual Event Recognition Mathilde Brousmiche Jean Rouat Stéphane Dupont 27 11 0 12 Jun 2021
Keeping Your Eye on the Ball: Trajectory Attention in Video Transformers Mandela Patrick Dylan Campbell Yuki M. Asano Ishan Misra Ishan Misra Florian Metze Christoph Feichtenhofer Andrea Vedaldi João F. Henriques 27 274 0 09 Jun 2021
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation Linjie Li Jie Lei Zhe Gan Licheng Yu Yen-Chun Chen ... Tamara L. Berg Joey Tianyi Zhou Jingjing Liu Lijuan Wang Zicheng Liu VLM 32 100 0 08 Jun 2021
Transformed ROIs for Capturing Visual Transformations in Videos Abhinav Rai Fadime Sener Angela Yao ViT 24 3 0 06 Jun 2021
ASCNet: Self-supervised Video Representation Learning with Appearance-Speed Consistency Deng Huang Wenhao Wu Weiwen Hu Xu Liu Dongliang He Zhihua Wu Xiangmiao Wu Ming Tan Errui Ding SSL 13 55 0 04 Jun 2021
CT-Net: Channel Tensorization Network for Video Classification Kunchang Li Xianhang Li Yali Wang Jun Wang Yu Qiao ViT 30 55 0 03 Jun 2021
TSI: Temporal Saliency Integration for Video Action Recognition Haisheng Su Kunchang Li Jinyuan Feng Dongliang Wang Weihao Gan Wei Wu Yu Qiao 29 4 0 02 Jun 2021
Connecting Language and Vision for Natural Language-Based Vehicle Retrieval Shuai Bai Zhedong Zheng Xiaohan Wang Junyang Lin Zhu Zhang Chang Zhou Yi Yang Hongxia Yang 24 27 0 31 May 2021
Multi-Modal Semantic Inconsistency Detection in Social Media News Posts S. McCrae Kehan Wang A. Zakhor 36 15 0 26 May 2021
DSANet: Dynamic Segment Aggregation Network for Video-Level Representation Learning Wenhao Wu Yuxiang Zhao Yanwu Xu Xiao Tan Dongliang He ... Jinxing Ye Yingying Li Mingde Yao Zichao Dong Yifeng Shi AI4TS 30 27 0 25 May 2021
Temporal Action Proposal Generation with Transformers Lining Wang Haosen Yang Wenhao Wu H. Yao Hujie Huang ViT 33 27 0 25 May 2021
VLM: Task-agnostic Video-Language Model Pre-training for Video Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Prahal Arora Masoumeh Aminzadeh Christoph Feichtenhofer Florian Metze Luke Zettlemoyer 26 129 0 20 May 2021
MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations Taojiannan Yang Sijie Zhu Matías Mendieta Pu Wang Ravikumar Balakrishnan Minwoo Lee T. Han M. Shah Cheng Chen 3DH OOD 28 22 0 14 May 2021
Collaborative Spatial-Temporal Modeling for Language-Queried Video Actor Segmentation Tianrui Hui Shaofei Huang Si Liu Zihan Ding Guanbin Li Wenguan Wang Jizhong Han Fei Wang 20 45 0 14 May 2021
REGINA - Reasoning Graph Convolutional Networks in Human Action Recognition Bruno Degardin Vasco Lopes Hugo Proencca 3DH GNN 38 10 0 14 May 2021
Designing Multimodal Datasets for NLP Challenges James Pustejovsky E. Holderness Jingxuan Tu Parker Glenn Kyeongmin Rim Kelley Lynch R. Brutti 23 5 0 12 May 2021
Temporal-Spatial Feature Pyramid for Video Saliency Detection Qinyao Chang Shiping Zhu 41 27 0 10 May 2021
Adaptive Focus for Efficient Video Recognition Yulin Wang Zhaoxi Chen Haojun Jiang Shiji Song Yizeng Han Gao Huang 45 98 0 07 May 2021
Motion-Augmented Self-Training for Video Recognition at Smaller Scale Kirill Gavrilyuk Mihir Jain I. Karmanov Cees G. M. Snoek 18 21 0 04 May 2021
BiCnet-TKS: Learning Efficient Spatial-Temporal Representation for Video Person Re-Identification Rui Hou Hong Chang Bingpeng Ma Rui Huang Shiguang Shan 27 85 0 30 Apr 2021
Three-stream network for enriched Action Recognition Ivaxi Sheth 19 4 0 27 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 251 577 0 22 Apr 2021
T2VLAD: Global-Local Sequence Alignment for Text-Video Retrieval Xiaohan Wang Linchao Zhu Yi Yang 170 170 0 20 Apr 2021
HCMS: Hierarchical and Conditional Modality Selection for Efficient Video Recognition Zejia Weng Zuxuan Wu Hengduo Li Jingjing Chen Yu-Gang Jiang 26 4 0 20 Apr 2021
Temporal Query Networks for Fine-grained Video Understanding Chuhan Zhang Ankush Gupta Andrew Zisserman 24 83 0 19 Apr 2021
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Huaishao Luo Lei Ji Ming Zhong Yang Chen Wen Lei Nan Duan Tianrui Li CLIP VLM 329 781 0 18 Apr 2021
Adaptive Intermediate Representations for Video Understanding Juhana Kangaspunta A. Piergiovanni Rico Jonschkowski Michael S. Ryoo A. Angelova 26 3 0 14 Apr 2021
Video Question Answering with Phrases via Semantic Roles Arka Sadhu Kan Chen Ram Nevatia 16 15 0 08 Apr 2021
Progressive Temporal Feature Alignment Network for Video Inpainting Xueyan Zou Linjie Yang Ding Liu Yong Jae Lee 14 56 0 08 Apr 2021
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization Sanqing Qu Guang Chen Zhijun Li Lijun Zhang Fan Lu Alois C. Knoll 17 54 0 07 Apr 2021
CCSNet: a deep learning modeling suite for CO $_2$ storage Gege Wen C. Hay S. Benson 35 73 0 05 Apr 2021
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman VGen 39 1,128 0 01 Apr 2021
Adaptive Configuration of In Situ Lossy Compression for Cosmology Simulations via Fine-Grained Rate-Quality Modeling Sian Jin Jesus Pulido Pascal Grosset Jiannan Tian Dingwen Tao J. Ahrens 30 22 0 01 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 40 92 0 31 Mar 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 33 127 0 30 Mar 2021
Augmented Transformer with Adaptive Graph for Temporal Action Proposal Generation Shuning Chang Pichao Wang F. Wang Hao Li Jiashi Feng ViT 42 41 0 30 Mar 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 30 2,088 0 29 Mar 2021
Busy-Quiet Video Disentangling for Video Classification Guoxi Huang A. Bors 28 6 0 29 Mar 2021
No frame left behind: Full Video Action Recognition X. Liu S. Pintea F. Karimi Nejadasl Olaf Booij Jan van Gemert 19 40 0 29 Mar 2021
HiT: Hierarchical Transformer with Momentum Contrast for Video-Text Retrieval Song Liu Haoqi Fan Shengsheng Qian Yiru Chen Wenkui Ding Zhongyuan Wang 30 145 0 28 Mar 2021
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future Teofilo E. Zosa OOD 18 0 0 27 Mar 2021
A Comprehensive Review of the Video-to-Text Problem Jesus Perez-Martin B. Bustos S. Guimarães I. Sipiran Jorge A. Pérez Grethel Coello Said 13 17 0 27 Mar 2021
Learning Comprehensive Motion Representation for Action Recognition Mingyu Wu Boyuan Jiang Donghao Luo Junchi Yan Yabiao Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Xiaokang Yang 16 12 0 23 Mar 2021
AdaSGN: Adapting Joint Number and Model Size for Efficient Skeleton-Based Action Recognition Lei Shi Yifan Zhang Jian Cheng Hanqing Lu 30 46 0 22 Mar 2021
MoViNets: Mobile Video Networks for Efficient Video Recognition Dan Kondratyuk Liangzhe Yuan Yandong Li Li Zhang Mingxing Tan Matthew A. Brown Boqing Gong 13 228 0 21 Mar 2021