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
Efficient Spatialtemporal Context Modeling for Action Recognition Congqi Cao Yue Lu Yifan Zhang D. Jiang Yanning Zhang 29 4 0 20 Mar 2021
MDMMT: Multidomain Multimodal Transformer for Video Retrieval Maksim Dzabraev M. Kalashnikov Stepan Alekseevich Komkov Aleksandr Petiushko 24 128 0 19 Mar 2021
NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Pengzhen Ren Gang Xiao Xiaojun Chang Yun Xiao Zhihui Li Xiaojiang Chen ViT 26 4 0 17 Mar 2021
Perspectives and Prospects on Transformer Architecture for Cross-Modal Tasks with Language and Vision Andrew Shin Masato Ishii T. Narihira 35 37 0 06 Mar 2021
Unsupervised Motion Representation Enhanced Network for Action Recognition Xiaohang Yang Lingtong Kong Jie Yang 16 4 0 05 Mar 2021
VA-RED $^2$ : Video Adaptive Redundancy Reduction Bowen Pan Yikang Shen Camilo Luciano Fosco Chung-Ching Lin A. Andonian Yue Meng Kate Saenko A. Oliva Rogerio Feris 15 19 0 15 Feb 2021
Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling Jie Lei Linjie Li Luowei Zhou Zhe Gan Tamara L. Berg Joey Tianyi Zhou Jingjing Liu CLIP 46 647 0 11 Feb 2021
AdaFuse: Adaptive Temporal Fusion Network for Efficient Action Recognition Yue Meng Yikang Shen Chung-Ching Lin P. Sattigeri Leonid Karlinsky Kate Saenko A. Oliva Rogerio Feris 70 62 0 10 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 283 1,984 0 09 Feb 2021
Bridging the gap between Human Action Recognition and Online Action Detection Alban Main De Boissiere R. Noumeir 22 0 0 21 Jan 2021
Few-shot Action Recognition with Prototype-centered Attentive Learning Xiatian Zhu Antoine Toisoul Juan-Manuel Prez-Ra Li Zhang Brais Martínez Tao Xiang 39 53 0 20 Jan 2021
TCLR: Temporal Contrastive Learning for Video Representation I. Dave Rohit Gupta Mamshad Nayeem Rizve Mubarak Shah SSL AI4TS 34 175 0 20 Jan 2021
3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification Haokui Zhang Chengrong Gong Yunpeng Bai Zongwen Bai Ying Li 14 27 0 12 Jan 2021
Learning from Weakly-labeled Web Videos via Exploring Sub-Concepts Kunpeng Li Zizhao Zhang Guanhang Wu Xuehan Xiong Chen-Yu Lee Zhichao Lu Y. Fu Tomas Pfister 29 5 0 11 Jan 2021
2D or not 2D? Adaptive 3D Convolution Selection for Efficient Video Recognition Hengduo Li Zuxuan Wu Abhinav Shrivastava L. Davis 27 35 0 29 Dec 2020
Global Context Networks Yue Cao Jiarui Xu Stephen Lin Fangyun Wei Han Hu ISeg 36 96 0 24 Dec 2020
Human Action Recognition from Various Data Modalities: A Review Zehua Sun Qiuhong Ke Hossein Rahmani Mohammed Bennamoun Gang Wang Jun Liu MU 53 504 0 22 Dec 2020
TDN: Temporal Difference Networks for Efficient Action Recognition Limin Wang Zhan Tong Bin Ji Gangshan Wu 23 391 0 18 Dec 2020
Multi-shot Temporal Event Localization: a Benchmark Xiaolong Liu Yao Hu S. Bai Fei Ding X. Bai Philip Torr 46 81 0 17 Dec 2020
FLAVR: Flow-Agnostic Video Representations for Fast Frame Interpolation Tarun Kalluri Deepak Pathak Manmohan Chandraker Du Tran VGen 25 142 0 15 Dec 2020
GTA: Global Temporal Attention for Video Action Understanding Bo He Xitong Yang Zuxuan Wu Hao Chen Ser-Nam Lim Abhinav Shrivastava ViT 33 27 0 15 Dec 2020
NUTA: Non-uniform Temporal Aggregation for Action Recognition Xinyu Li Chunhui Liu Bing Shuai Yi Zhu Hao Chen Joseph Tighe ViT 16 16 0 15 Dec 2020
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 38 185 0 11 Dec 2020
ViNet: Pushing the limits of Visual Modality for Audio-Visual Saliency Prediction Samyak Jain P. Yarlagadda Shreyank Jyoti Shyamgopal Karthik Subramanian Ramanathan Vineet Gandhi ViT 29 66 0 11 Dec 2020
Look Before you Speak: Visually Contextualized Utterances Paul Hongsuck Seo Arsha Nagrani Cordelia Schmid 21 66 0 10 Dec 2020
Diverse Temporal Aggregation and Depthwise Spatiotemporal Factorization for Efficient Video Classification Youngwan Lee Hyungil Kim Kimin Yun Jinyoung Moon 26 12 0 01 Dec 2020
Recent Progress in Appearance-based Action Recognition J. Humphreys Zhe Chen Dacheng Tao 24 0 0 25 Nov 2020
A3D: Adaptive 3D Networks for Video Action Recognition Sijie Zhu Taojiannan Yang Matías Mendieta Chong Chen 3DH 29 12 0 24 Nov 2020
Play Fair: Frame Attributions in Video Models Will Price Dima Damen FAtt 23 5 0 24 Nov 2020
QuerYD: A video dataset with high-quality text and audio narrations Andreea-Maria Oncescu João F. Henriques Yang Liu Andrew Zisserman Samuel Albanie VGen 16 11 0 22 Nov 2020
$We don't Need Thousand Proposals$\colon$ Single Shot Actor-Action Detection in Videos$ We don't Need Thousand Proposals $\colon$ Single Shot Actor-Action Detection in Videos A. J. Rana Yogesh S Rawat ViT 13 11 0 22 Nov 2020
3D CNNs with Adaptive Temporal Feature Resolutions Mohsen Fayyaz Emad Bahrami Rad Ali Diba M. Noroozi Ehsan Adeli Luc Van Gool Juergen Gall 3DPC 21 30 0 17 Nov 2020
ActBERT: Learning Global-Local Video-Text Representations Linchao Zhu Yi Yang ViT 46 417 0 14 Nov 2020
Multimodal Pretraining for Dense Video Captioning Gabriel Huang Bo Pang Zhenhai Zhu Clara E. Rivera Radu Soricut 21 81 0 10 Nov 2020
Temporal Stochastic Softmax for 3D CNNs: An Application in Facial Expression Recognition T. Ayral M. Pedersoli Simon L Bacon Eric Granger CVBM 3DH 13 11 0 10 Nov 2020
Mutual Modality Learning for Video Action Classification Stepan Alekseevich Komkov Maksim Dzabraev Aleksandr Petiushko 27 9 0 04 Nov 2020
PV-NAS: Practical Neural Architecture Search for Video Recognition Zihao Wang Chen Lin Lu Sheng Junjie Yan Jing Shao ViT 14 7 0 02 Nov 2020
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning L. Tao Xueting Wang T. Yamasaki VLM SSL 23 14 0 29 Oct 2020
Deep Analysis of CNN-based Spatio-temporal Representations for Action Recognition Chun-Fu Chen Yikang Shen K. Ramakrishnan Rogerio Feris J. M. Cohn A. Oliva Quanfu Fan 23 95 0 22 Oct 2020
Pose And Joint-Aware Action Recognition Anshul B. Shah Shlok Kumar Mishra Ankan Bansal Jun-Cheng Chen Ramalingam Chellappa Abhinav Shrivastava 39 33 0 16 Oct 2020
Back to the Future: Cycle Encoding Prediction for Self-supervised Contrastive Video Representation Learning Xinyu Yang Majid Mirmehdi T. Burghardt 27 4 0 14 Oct 2020
Boosting Continuous Sign Language Recognition via Cross Modality Augmentation Junfu Pu Wen-gang Zhou Hezhen Hu Houqiang Li 43 108 0 11 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 178 686 0 10 Oct 2020
Support-set bottlenecks for video-text representation learning Mandela Patrick Po-Yao (Bernie) Huang Yuki M. Asano Florian Metze Alexander G. Hauptmann João Henriques Andrea Vedaldi 22 244 0 06 Oct 2020
Hierarchical Domain-Adapted Feature Learning for Video Saliency Prediction Giovanni Bellitto Federica Proietto Salanitri S. Palazzo Francesco Rundo Daniela Giordano C. Spampinato MDE 15 52 0 02 Oct 2020
PERF-Net: Pose Empowered RGB-Flow Net Yinxiao Li Zhichao Lu Xuehan Xiong Jonathan Huang 3DH 37 17 0 28 Sep 2020
On the spatiotemporal behavior in biology-mimicking computing systems J. Végh Ádám-József Berki 14 6 0 18 Sep 2020
Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks Iulia Duta Andrei Liviu Nicolicioiu Marius Leordeanu 26 6 0 17 Sep 2020
Multi-Label Activity Recognition using Activity-specific Features and Activity Correlations Yanyi Zhang Xinyu Li I. Marsic HAI 28 23 0 16 Sep 2020
Online Spatiotemporal Action Detection and Prediction via Causal Representations Gurkirt Singh 3DPC CML 21 0 0 31 Aug 2020