v1v2v3 (latest)

Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks

17 September 2020

Iulia Duta

Andrei Liviu Nicolicioiu

Marius Leordeanu

ArXiv (abs)PDF HTML

Papers citing "Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks"

50 / 73 papers shown

Title
Hopper: Multi-hop Transformer for Spatiotemporal Reasoning Honglu Zhou Asim Kadav Farley Lai Alexandru Niculescu-Mizil Martin Renqiang Min Mubbasir Kapadia H. Graf LRM 83 18 0 19 Mar 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 306 264 0 09 Dec 2020
MotionSqueeze: Neural Motion Feature Learning for Video Understanding Heeseung Kwon Manjin Kim Suha Kwak Minsu Cho FAtt 80 128 0 20 Jul 2020
S2RMs: Spatially Structured Recurrent Modules Nasim Rahaman Anirudh Goyal Muhammad Waleed Gondal M. Wuthrich Stefan Bauer Yash Sharma Yoshua Bengio Bernhard Schölkopf 74 14 0 13 Jul 2020
Causal Discovery in Physical Systems from Videos Yunzhu Li Antonio Torralba Anima Anandkumar Dieter Fox Animesh Garg CML 110 105 0 01 Jul 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 225 856 0 26 Jun 2020
SmallBigNet: Integrating Core and Contextual Views for Video Classification Xianhang Li Yali Wang Zhipeng Zhou Yu Qiao ViT 65 91 0 25 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 434 13,108 0 26 May 2020
Spatiotemporal Fusion in 3D CNNs: A Probabilistic View Yizhou Zhou Xiaoyan Sun Chong Luo Zhengjun Zha Wenjun Zeng 3DPC 49 20 0 10 Apr 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 168 250 0 08 Jan 2020
Something-Else: Compositional Action Recognition with Spatial-Temporal Interaction Networks Joanna Materzynska Tete Xiao Roei Herzig Huijuan Xu Xiaolong Wang Trevor Darrell CoGe 53 176 0 20 Dec 2019
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 96 285 0 27 Nov 2019
Entity Abstraction in Visual Model-Based Reinforcement Learning Rishi Veerapaneni John D. Co-Reyes Michael Chang Michael Janner Chelsea Finn Jiajun Wu J. Tenenbaum Sergey Levine OCL OffRL 93 189 0 28 Oct 2019
CATER: A diagnostic dataset for Compositional Actions and TEmporal Reasoning Rohit Girdhar Deva Ramanan 74 178 0 10 Oct 2019
Grouped Spatial-Temporal Aggregation for Efficient Action Recognition Chenxu Luo Alan Yuille 165 152 0 28 Sep 2019
Recurrent Independent Mechanisms Anirudh Goyal Alex Lamb Jordan Hoffmann Shagun Sodhani Sergey Levine Yoshua Bengio Bernhard Schölkopf 94 337 0 24 Sep 2019
Temporal Reasoning Graph for Activity Recognition Jingran Zhang Fumin Shen Xing Xu Heng Tao Shen 48 60 0 27 Aug 2019
STM: SpatioTemporal and Motion Encoding for Action Recognition Boyuan Jiang Mengmeng Wang Weihao Gan Wei Wu Junjie Yan 87 382 0 07 Aug 2019
Unsupervised Learning of Object Keypoints for Perception and Control Tejas D. Kulkarni Ankush Gupta Catalin Ionescu Sebastian Borgeaud Malcolm Reynolds Andrew Zisserman Volodymyr Mnih SSL OCL 55 196 0 19 Jun 2019
Stand-Alone Self-Attention in Vision Models Prajit Ramachandran Niki Parmar Ashish Vaswani Irwan Bello Anselm Levskaya Jonathon Shlens VLM SLR ViT 101 1,216 0 13 Jun 2019
What Can Neural Networks Reason About? Keyulu Xu Jingling Li Mozhi Zhang S. Du Ken-ichi Kawarabayashi Stefanie Jegelka NAI AI4CE 75 248 0 30 May 2019
LatentGNN: Learning Efficient Non-local Relations for Visual Recognition Songyang Zhang Shipeng Yan Xuming He GNN 77 82 0 28 May 2019
Recurrent Space-time Graph Neural Networks Andrei Liviu Nicolicioiu Iulia Duta Marius Leordeanu GNN 81 45 0 11 Apr 2019
Video Classification with Channel-Separated Convolutional Networks Du Tran Heng Wang Lorenzo Torresani Matt Feiszli 3DV 75 589 0 04 Apr 2019
Multi-Object Representation Learning with Iterative Variational Inference Klaus Greff Raphael Lopez Kaufman Rishabh Kabra Nicholas Watters Christopher P. Burgess Daniel Zoran Loic Matthey M. Botvinick Alexander Lerchner OCL SSL 106 509 0 01 Mar 2019
Differentiable Scene Graphs Moshiko Raboh Roei Herzig Gal Chechik Jonathan Berant Amir Globerson OCL 69 34 0 26 Feb 2019
MONet: Unsupervised Scene Decomposition and Representation Christopher P. Burgess Loic Matthey Nicholas Watters Rishabh Kabra I. Higgins M. Botvinick Alexander Lerchner OCL 88 529 0 22 Jan 2019
A Structured Model For Action Detection Yubo Zhang P. Tokmakov M. Hebert Cordelia Schmid 90 101 0 09 Dec 2018
Video Action Transformer Network Rohit Girdhar João Carreira Carl Doersch Andrew Zisserman ViT 134 709 0 06 Dec 2018
Graph-Based Global Reasoning Networks Yunpeng Chen Marcus Rohrbach Zhicheng Yan Shuicheng Yan Jiashi Feng Yannis Kalantidis GNN NAI 308 460 0 30 Nov 2018
Deformable ConvNets v2: More Deformable, Better Results Xizhou Zhu Han Hu Stephen Lin Jifeng Dai ObjD 118 2,019 0 27 Nov 2018
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 98 1,692 0 20 Nov 2018
$A^2$ -Nets: Double Attention Networks Yunpeng Chen Yannis Kalantidis Jianshu Li Shuicheng Yan Jiashi Feng 79 532 0 27 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,695 0 01 Oct 2018
Dual Attention Network for Scene Segmentation J. Fu Qingbin Liu Haijie Tian Yong Li Yongjun Bao Zhiwei Fang Hanqing Lu SSeg 322 5,114 0 09 Sep 2018
Learning Human-Object Interactions by Graph Parsing Neural Networks Siyuan Qi Wenguan Wang Baoxiong Jia Jianbing Shen Song-Chun Zhu GNN 82 537 0 23 Aug 2018
Acquisition of Localization Confidence for Accurate Object Detection Borui Jiang Ruixuan Luo Jiayuan Mao Tete Xiao Yuning Jiang ObjD 61 852 0 30 Jul 2018
Actor-Centric Relation Network Chen Sun Abhinav Shrivastava Carl Vondrick Kevin Patrick Murphy Rahul Sukthankar Cordelia Schmid 113 221 0 28 Jul 2018
Unsupervised Learning of Object Landmarks through Conditional Image Generation Tomas Jakab Ankush Gupta Hakan Bilen Andrea Vedaldi SSL 95 253 0 20 Jun 2018
Object Level Visual Reasoning in Videos Fabien Baradel Natalia Neverova Christian Wolf J. Mille Greg Mori 85 164 0 16 Jun 2018
Videos as Space-Time Region Graphs Xinyu Wang Abhinav Gupta 106 756 0 05 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 769 3,129 0 04 Jun 2018
Iterative Visual Reasoning Beyond Convolutions Xinlei Chen Li Li Li Fei-Fei Abhinav Gupta LRM GNN 196 216 0 29 Mar 2018
Learning Deep Generative Models of Graphs Yujia Li Oriol Vinyals Chris Dyer Razvan Pascanu Peter W. Battaglia GNN AI4CE 196 662 0 08 Mar 2018
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 244 4,179 0 23 Jan 2018
Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification Saining Xie Chen Sun Jonathan Huang Zhuowen Tu Kevin Patrick Murphy 3DH 155 1,333 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 235 3,033 0 30 Nov 2017
Temporal Relational Reasoning in Videos Bolei Zhou A. Andonian Aude Oliva Antonio Torralba NAI 102 1,040 0 22 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 300 8,917 0 21 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 481 20,233 0 30 Oct 2017