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
Self-supervised Video Representation Learning with Cascade Positive Retrieval Cheng-En Wu Farley Lai Yujie Hu Asim Kadav SSL AI4TS 30 3 0 20 Jan 2022
Action Keypoint Network for Efficient Video Recognition Xu Chen Yahong Han Xiaohan Wang Yifang Sun Yi Yang 3DPC 27 6 0 17 Jan 2022
Multiview Transformers for Video Recognition Shen Yan Xuehan Xiong Anurag Arnab Zhichao Lu Mi Zhang Chen Sun Cordelia Schmid ViT 26 212 0 12 Jan 2022
Motion-Focused Contrastive Learning of Video Representations Rui Li Yiheng Zhang Zhaofan Qiu Ting Yao Dong Liu Tao Mei SSL 33 34 0 11 Jan 2022
Representing Videos as Discriminative Sub-graphs for Action Recognition Dong Li Zhaofan Qiu Yingwei Pan Ting Yao Houqiang Li Tao Mei 42 25 0 11 Jan 2022
Boosting Video Representation Learning with Multi-Faceted Integration Zhaofan Qiu Ting Yao Chong-Wah Ngo Xiaoping Zhang Dong Wu Tao Mei 31 8 0 11 Jan 2022
Condensing a Sequence to One Informative Frame for Video Recognition Zhaofan Qiu Ting Yao Y. Shu Chong-Wah Ngo Tao Mei 36 9 0 11 Jan 2022
Optimization Planning for 3D ConvNets Zhaofan Qiu Ting Yao Chong-Wah Ngo Tao Mei 3DPC 3DH 36 9 0 11 Jan 2022
Discrete and continuous representations and processing in deep learning: Looking forward Ruben Cartuyvels Graham Spinks Marie-Francine Moens OCL 33 20 0 04 Jan 2022
Fine-grained Multi-Modal Self-Supervised Learning Duo Wang S. Karout SSL 42 7 0 22 Dec 2021
Recur, Attend or Convolve? On Whether Temporal Modeling Matters for Cross-Domain Robustness in Action Recognition Sofia Broomé Ernest Pokropek Boyu Li Hedvig Kjellström 21 7 0 22 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 37 44 0 21 Dec 2021
Cross-Model Pseudo-Labeling for Semi-Supervised Action Recognition Yinghao Xu Fangyun Wei Xiao Sun Ceyuan Yang Yujun Shen Bo Dai Bolei Zhou Stephen Lin VLM 33 52 0 17 Dec 2021
Contrastive Spatio-Temporal Pretext Learning for Self-supervised Video Representation Yujia Zhang L. Po Xuyuan Xu Mengyang Liu Yexin Wang Weifeng Ou Yuzhi Zhao W. Yu SSL AI4TS 17 16 0 16 Dec 2021
Temporal Transformer Networks with Self-Supervision for Action Recognition Yongkang Zhang Jun Li Guoming Wu Hanjie Zhang Zhiping Shi Zhaoxun Liu Zizhang Wu ViT 30 4 0 14 Dec 2021
Auto-X3D: Ultra-Efficient Video Understanding via Finer-Grained Neural Architecture Search Yi Ding Xinyu Gong Junru Wu Humphrey Shi Zhicheng Yan Zhangyang Wang VGen 52 1 0 09 Dec 2021
DualFormer: Local-Global Stratified Transformer for Efficient Video Recognition Keli Zhang Pan Zhou Roger Zimmermann Shuicheng Yan ViT 32 21 0 09 Dec 2021
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Kossar Pourahmadi Akshayvarun Subramanya Hamed Pirsiavash SSL 32 8 0 08 Dec 2021
MASTAF: A Model-Agnostic Spatio-Temporal Attention Fusion Network for Few-shot Video Classification Rex Liu Huan Zhang Hamed Pirsiavash Xin Liu ViT 25 11 0 08 Dec 2021
Everything at Once -- Multi-modal Fusion Transformer for Video Retrieval Nina Shvetsova Brian Chen Andrew Rouditchenko Samuel Thomas Brian Kingsbury Rogerio Feris David Harwath James R. Glass Hilde Kuehne ViT 34 128 0 08 Dec 2021
Cross-modal Manifold Cutmix for Self-supervised Video Representation Learning Srijan Das Michael S. Ryoo SSL 26 0 0 07 Dec 2021
ViewCLR: Learning Self-supervised Video Representation for Unseen Viewpoints Srijan Das Michael S. Ryoo SSL 37 17 0 07 Dec 2021
Suppressing Static Visual Cues via Normalizing Flows for Self-Supervised Video Representation Learning Manlin Zhang Jinpeng Wang A. J. Ma 37 9 0 07 Dec 2021
Time-Equivariant Contrastive Video Representation Learning Simon Jenni Hailin Jin SSL AI4TS 143 60 0 07 Dec 2021
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Guo Chen Yin-Dong Zheng Limin Wang Tong Lu AI4TS 31 70 0 07 Dec 2021
E $^2$ (GO)MOTION: Motion Augmented Event Stream for Egocentric Action Recognition Chiara Plizzari M. Planamente Gabriele Goletto Marco Cannici Emanuele Gusso Matteo Matteucci Barbara Caputo EgoV 30 56 0 07 Dec 2021
STSM: Spatio-Temporal Shift Module for Efficient Action Recognition Zhaoqilin Yang Gaoyun An 31 5 0 05 Dec 2021
PreViTS: Contrastive Pretraining with Video Tracking Supervision Brian Chen Ramprasaath R. Selvaraju Shih-Fu Chang Juan Carlos Niebles Nikhil Naik ViT 30 2 0 01 Dec 2021
LiVLR: A Lightweight Visual-Linguistic Reasoning Framework for Video Question Answering Jingjing Jiang Zi-yi Liu N. Zheng 30 13 0 29 Nov 2021
Video Frame Interpolation Transformer Zhihao Shi Xiangyu Xu Xiaohong Liu Jun Chen Ming-Hsuan Yang ViT 17 159 0 27 Nov 2021
SwinBERT: End-to-End Transformers with Sparse Attention for Video Captioning Kevin Qinghong Lin Linjie Li Chung-Ching Lin Faisal Ahmed Zhe Gan Zicheng Liu Yumao Lu Lijuan Wang ViT 19 235 0 25 Nov 2021
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token Modeling Tsu-jui Fu Linjie Li Zhe Gan Kevin Qinghong Lin Luu Anh Tuan Lijuan Wang Zicheng Liu VLM 53 218 0 24 Nov 2021
Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions Hongwei Xue Tiankai Hang Yanhong Zeng Yuchong Sun Bei Liu Huan Yang Jianlong Fu B. Guo AI4TS VLM 31 189 0 19 Nov 2021
Induce, Edit, Retrieve: Language Grounded Multimodal Schema for Instructional Video Retrieval Yue Yang Joongwon Kim Artemis Panagopoulou Mark Yatskar Chris Callison-Burch LM&Ro 21 14 0 17 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 77 330 0 11 Nov 2021
Joint Learning of Visual-Audio Saliency Prediction and Sound Source Localization on Multi-face Videos Minglang Qiao Yufan Liu Mai Xu Xin Deng Bing Li Weiming Hu Ali Borji CVBM 29 5 0 05 Nov 2021
Revisiting spatio-temporal layouts for compositional action recognition Gorjan Radevski Marie-Francine Moens Tinne Tuytelaars 35 26 0 02 Nov 2021
Masking Modalities for Cross-modal Video Retrieval Valentin Gabeur Arsha Nagrani Chen Sun Alahari Karteek Cordelia Schmid 19 29 0 01 Nov 2021
ST-ABN: Visual Explanation Taking into Account Spatio-temporal Information for Video Recognition Masahiro Mitsuhara Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 27 1 0 29 Oct 2021
Temporal-attentive Covariance Pooling Networks for Video Recognition Zilin Gao Qilong Wang Bingbing Zhang Q. Hu P. Li 21 24 0 27 Oct 2021
Using Motion History Images with 3D Convolutional Networks in Isolated Sign Language Recognition Hamed Valizadegan D. Caldwell SLR 14 48 0 24 Oct 2021
Look at What I'm Doing: Self-Supervised Spatial Grounding of Narrations in Instructional Videos Reuben Tan Bryan A. Plummer Kate Saenko Hailin Jin Bryan C. Russell SSL 49 27 0 20 Oct 2021
Constrained Mean Shift for Representation Learning Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL 45 0 0 19 Oct 2021
LSTC: Boosting Atomic Action Detection with Long-Short-Term Context Yuxi Li Boshen Zhang Jian Li Yabiao Wang Weiyao Lin Chengjie Wang Jilin Li Feiyue Huang 37 5 0 19 Oct 2021
MAAD: A Model and Dataset for "Attended Awareness" in Driving Deepak Gopinath Guy Rosman Simon Stent K. Terahata L. Fletcher B. Argall John J. Leonard 26 10 0 16 Oct 2021
Benchmarking the Robustness of Spatial-Temporal Models Against Corruptions Chenyu Yi Siyuan Yang Haoliang Li Yap-Peng Tan Alex C. Kot 26 32 0 13 Oct 2021
TAda! Temporally-Adaptive Convolutions for Video Understanding Ziyuan Huang Shiwei Zhang Liang Pan Zhiwu Qing Mingqian Tang Ziwei Liu M. Ang 43 49 0 12 Oct 2021
Early Melanoma Diagnosis with Sequential Dermoscopic Images Zhen Yu Jennifer Nguyen Toàn D. Nguyên J. Kelly C. Mclean Paul Bonnington Lei Zhang Victoria Mar Z. Ge 27 41 0 12 Oct 2021
Video Is Graph: Structured Graph Module for Video Action Recognition Rongjie Li Xiaojun Wu Tianyang Xu 46 12 0 12 Oct 2021
Spatio-Temporal Video Representation Learning for AI Based Video Playback Style Prediction Rishubh Parihar Gaurav Ramola Ranajit Saha Raviprasad Kini Aniket Rege S. Velusamy 33 1 0 03 Oct 2021