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SimVP: Towards Simple yet Powerful Spatiotemporal Predictive Learning

22 November 2022

Cheng Tan

Stan Z. Li

Papers citing "SimVP: Towards Simple yet Powerful Spatiotemporal Predictive Learning"

47 / 47 papers shown

Title
MogaNet: Multi-order Gated Aggregation Network Siyuan Li Zedong Wang Zicheng Liu Cheng Tan Haitao Lin Di Wu Zhiyuan Chen Jiangbin Zheng Stan Z. Li 90 65 0 07 Nov 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 92 26 0 02 Jun 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding Xinming Zhang Yi Zhou Jungong Han Guiguang Ding Jian Sun VLM 151 552 0 13 Mar 2022
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 107 672 0 20 Feb 2022
AlphaDesign: A graph protein design method and benchmark on AlphaFoldDB Zhangyang Gao Cheng Tan Stan Z. Li 178 58 0 01 Feb 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 189 5,226 0 10 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,827 0 11 Nov 2021
Co-learning: Learning from Noisy Labels with Self-supervision Cheng Tan Jun Xia Lirong Wu Stan Z. Li NoLa 133 127 0 05 Aug 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 118 1,490 0 24 Jun 2021
FitVid: Overfitting in Pixel-Level Video Prediction Mohammad Babaeizadeh M. Saffar Suraj Nair Sergey Levine Chelsea Finn D. Erhan VLM 107 84 0 24 Jun 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 135 1,265 0 22 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 225 2,168 0 29 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 347 2,366 0 04 Mar 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 403 2,064 0 09 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 278 433 0 01 Feb 2021
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting Haitao Lin Zhangyang Gao Yongjie Xu Lirong Wu Ling Li Stan. Z. Li AI4TS 209 77 0 04 Jan 2021
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Lei Bai Lina Yao Can Li Xianzhi Wang Can Wang GNN AI4TS 91 1,198 0 06 Jul 2020
Latent Video Transformer Ruslan Rakhimov Denis Volkhonskiy Alexey Artemov Denis Zorin Evgeny Burnaev VGen 100 121 0 18 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 405 6,844 0 13 Jun 2020
Transformation-based Adversarial Video Prediction on Large-Scale Data Pauline Luc Aidan Clark Sander Dieleman Diego de Las Casas Yotam Doron Albin Cassirer Karen Simonyan VGen 301 89 0 09 Mar 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 161 291 0 03 Mar 2020
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction Beibei Jin Yu Hu Qiankun Tang Jingyu Niu Zhiping Shi Yinhe Han Xiaowei Li 49 96 0 23 Feb 2020
Axial Attention in Multidimensional Transformers Jonathan Ho Nal Kalchbrenner Dirk Weissenborn Tim Salimans 110 533 0 20 Dec 2019
Segmenting the Future Hsu-kuang Chiu Ehsan Adeli Juan Carlos Niebles 75 46 0 24 Apr 2019
Disentangling Propagation and Generation for Video Prediction Hang Gao Huazhe Xu Qi-Zhi Cai Ruth Wang Feng Yu Trevor Darrell 75 84 0 02 Dec 2018
Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Yunbo Wang Jianjin Zhang Hongyu Zhu Mingsheng Long Jianmin Wang Philip S Yu AI4TS 79 321 0 19 Nov 2018
T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction Ling Zhao Yujiao Song Chao Zhang Yu Liu Pu Wang Tao Lin Min Deng Haifeng Li AI4TS 100 2,033 0 12 Nov 2018
Towards High Resolution Video Generation with Progressive Growing of Sliced Wasserstein GANs Dinesh Acharya Zhiwu Huang D. Paudel Luc Van Gool GAN 53 68 0 04 Oct 2018
Learning to Decompose and Disentangle Representations for Video Prediction Jun-Ting Hsieh Bingbin Liu De-An Huang Li Fei-Fei Juan Carlos Niebles DRL 186 306 0 11 Jun 2018
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Yunbo Wang Zhifeng Gao Mingsheng Long Jianmin Wang Philip S. Yu 139 476 0 17 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 267 3,300 0 21 Mar 2018
Stochastic Video Generation with a Learned Prior Emily L. Denton Rob Fergus VGen 108 526 0 21 Feb 2018
Folded Recurrent Neural Networks for Future Video Prediction Marc Oliu Javier Selva Sergio Escalera 68 135 0 01 Dec 2017
Recurrent Ladder Networks Isabeau Prémont-Schwarz Alexander Ilin T. Hao Antti Rasmus Rinu Boney Harri Valpola 84 41 0 28 Jul 2017
MoCoGAN: Decomposing Motion and Content for Video Generation Sergey Tulyakov Ming-Yuan Liu Xiaodong Yang Jan Kautz GAN 147 1,150 0 17 Jul 2017
Unsupervised Learning of Disentangled Representations from Video Emily L. Denton Vighnesh Birodkar DRL CoGe OOD 88 553 0 31 May 2017
Video Frame Synthesis using Deep Voxel Flow Ziwei Liu Raymond A. Yeh Xiaoou Tang Yiming Liu A. Agarwala 102 748 0 08 Feb 2017
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 156 781 0 22 Dec 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 195 1,470 0 08 Sep 2016
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 277 3,722 0 26 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 69 5,300 0 25 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 180 2,986 0 30 Mar 2016
Unsupervised Learning of Visual Structure using Predictive Generative Networks William Lotter Gabriel Kreiman David D. Cox GAN SSL DRL 67 132 0 19 Nov 2015
Spatio-temporal video autoencoder with differentiable memory Viorica Patraucean Ankur Handa R. Cipolla 89 307 0 19 Nov 2015
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 130 1,882 0 17 Nov 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 570 8,007 0 13 Jun 2015
NICE: Non-linear Independent Components Estimation Laurent Dinh David M. Krueger Yoshua Bengio DRL BDL 131 2,269 0 30 Oct 2014