SimVP: Simpler yet Better Video Prediction

9 June 2022

Zhangyang Gao

Cheng Tan

Lirong Wu

Stan Z. Li

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Papers citing "SimVP: Simpler yet Better Video Prediction"

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Title
SFTformer: A Spatial-Frequency-Temporal Correlation-Decoupling Transformer for Radar Echo Extrapolation Liangyu Xu Wanxuan Lu Hongfeng Yu Fanglong Yao Xian Sun Kun Fu 19 5 0 28 Feb 2024
Spatiotemporal Observer Design for Predictive Learning of High-Dimensional Data Tongyi Liang Han-Xiong Li AI4TS 25 0 0 23 Feb 2024
UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction Yuan Yuan Jingtao Ding J. Feng Depeng Jin Yong Li AI4TS 27 50 0 19 Feb 2024
Switch EMA: A Free Lunch for Better Flatness and Sharpness Siyuan Li Zicheng Liu Juanxi Tian Ge Wang Zedong Wang ... Cheng Tan Tao Lin Yang Liu Baigui Sun Stan Z. Li 12 6 0 14 Feb 2024
CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling Junchao Gong Lei Bai Peng Ye Wanghan Xu Na Liu Jianhua Dai Xiaokang Yang Wanli Ouyang AI4Cl 40 10 0 06 Feb 2024
Modeling Spatio-temporal Dynamical Systems with Neural Discrete Learning and Levels-of-Experts Kun Wang Hao Wu Guibin Zhang Junfeng Fang Yuxuan Liang Yuankai Wu Roger Zimmermann Yang Wang 19 8 0 06 Feb 2024
A Graph is Worth $K$ Words: Euclideanizing Graph using Pure Transformer Zhangyang Gao Daize Dong Cheng Tan Jun-Xiong Xia Bozhen Hu Stan Z. Li 41 6 0 04 Feb 2024
Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model Hao Wu Yuxuan Liang Wei Xiong Zhengyang Zhou Wei-Ming Huang Shilong Wang Kun Wang AI4TS 50 10 0 13 Dec 2023
DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting Demin Yu Xutao Li Yunming Ye Baoquan Zhang Chuyao Luo Kuai Dai Rui Wang Xunlai Chen 28 19 0 11 Dec 2023
SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 25 0 0 06 Dec 2023
Deterministic Guidance Diffusion Model for Probabilistic Weather Forecasting Donggeun Yoon Minseok Seo Do-Yun Kim Yeji Choi Donghyeon Cho DiffM 23 5 0 05 Dec 2023
Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach Jinguo Cheng Ke Li Yuxuan Liang Lijun Sun Junchi Yan Yuankai Wu AI4TS 25 2 0 04 Dec 2023
Efficient Baseline for Quantitative Precipitation Forecasting in Weather4cast 2023 Akshay Punjabi Pablo Izquierdo-Ayala 12 0 0 30 Nov 2023
Windformer:Bi-Directional Long-Distance Spatio-Temporal Network For Wind Speed Prediction Xuewei Li Zewen Shang Zhiqiang Liu Jian Yu Wei Xiong Mei Yu 8 0 0 24 Nov 2023
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training Cheng Tan Jingxuan Wei Zhangyang Gao Linzhuang Sun Siyuan Li Ruifeng Guo Xihong Yang Stan Z. Li LRM 14 7 0 23 Nov 2023
SIAM: A Simple Alternating Mixer for Video Prediction Xin Zheng Ziang Peng Yuan Cao Hongming Shan Junping Zhang 23 0 0 20 Nov 2023
Pair-wise Layer Attention with Spatial Masking for Video Prediction Ping Li Chenhan Zhang Zheng Yang Xianghua Xu Mingli Song 11 0 0 19 Nov 2023
Triplet Attention Transformer for Spatiotemporal Predictive Learning Xuesong Nie Xi Chen Haoyuan Jin Zhihang Zhu Yunfeng Yan Donglian Qi ViT 6 10 0 28 Oct 2023
USTEP: Spatio-Temporal Predictive Learning under A Unified View Cheng Tan Jue Wang Zhangyang Gao Siyuan Li Stan Z. Li 36 1 0 09 Oct 2023
ARFA: An Asymmetric Receptive Field Autoencoder Model for Spatiotemporal Prediction Wenxuan Zhang Xuechao Zou Li Wu Xiaoying Wang Jianqiang Huang Junliang Xing 17 0 0 01 Sep 2023
MMVP: Motion-Matrix-based Video Prediction Yiqi Zhong Luming Liang Ilya Zharkov Ulrich Neumann 12 15 0 30 Aug 2023
Future Video Prediction from a Single Frame for Video Anomaly Detection M. Baradaran R. Bergevin 11 3 0 15 Aug 2023
Enhancing Human-like Multi-Modal Reasoning: A New Challenging Dataset and Comprehensive Framework Jingxuan Wei Cheng Tan Zhangyang Gao Linzhuang Sun Siyuan Li Bihui Yu R. Guo Stan Z. Li LRM 24 7 0 24 Jul 2023
S-HR-VQVAE: Sequential Hierarchical Residual Learning Vector Quantized Variational Autoencoder for Video Prediction Mohammad Adiban Kalin Stefanov Sabato Marco Siniscalchi G. Salvi 11 2 0 13 Jul 2023
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning Cheng Tan Siyuan Li Zhangyang Gao Wen-Cai Guan Zedong Wang Zicheng Liu Lirong Wu Stan Z. Li AI4TS 28 56 0 20 Jun 2023
Fast Fourier Inception Networks for Occluded Video Prediction Ping Li Chenhan Zhang Xianghua Xu 28 6 0 17 Jun 2023
Knowledge-Design: Pushing the Limit of Protein Design via Knowledge Refinement Zhangyang Gao Cheng Tan Stan Z. Li 19 15 0 20 May 2023
PastNet: Introducing Physical Inductive Biases for Spatio-temporal Video Prediction Hao Wu Wei Xion Fan Xu Xian-Sheng Hua C. L. Philip Chen Xiansheng Hua AI4TS 14 27 0 19 May 2023
Cross-Gate MLP with Protein Complex Invariant Embedding is A One-Shot Antibody Designer Cheng Tan Zhangyang Gao Lirong Wu Jun-Xiong Xia Jiangbin Zheng Xihong Yang Yue Liu Bozhen Hu Stan Z. Li 22 14 0 21 Apr 2023
MS-LSTM: Exploring Spatiotemporal Multiscale Representations in Video Prediction Domain Zhifeng Ma Hao Zhang Jie Liu 21 7 0 16 Apr 2023
Prior based Sampling for Adaptive LiDAR Amit Shomer S. Avidan 3DV 3DPC MDE 27 1 0 14 Apr 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 19 11 0 28 Mar 2023
Seer: Language Instructed Video Prediction with Latent Diffusion Models Xianfan Gu Chuan Wen Weirui Ye Jiaming Song Yang Gao DiffM VGen 13 39 0 27 Mar 2023
Implicit Stacked Autoregressive Model for Video Prediction Min-seok Seo Hakjin Lee Do-Yeon Kim Junghoon Seo VGen 29 16 0 14 Mar 2023
CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition with Variational Alignment Jiangbin Zheng Yile Wang Cheng Tan Siyuan Li Ge Wang Jun-Xiong Xia Yidong Chen Stan Z. Li SLR 19 61 0 10 Mar 2023
Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions Angel Villar-Corrales Ismail Wahdan Sven Behnke OCL 11 7 0 23 Feb 2023
PrefixMol: Target- and Chemistry-aware Molecule Design via Prefix Embedding Zhangyang Gao Yuqi Hu Cheng Tan Stan Z. Li 21 13 0 14 Feb 2023
Anti-aliasing Predictive Coding Network for Future Video Frame Prediction Chaofan Ling Wei-Hong Li Junpei Zhong 10 0 0 13 Jan 2023
Predictive Coding Based Multiscale Network with Encoder-Decoder LSTM for Video Prediction Chaofan Ling Junpei Zhong Wei-Hong Li 18 3 0 22 Dec 2022
MIMO Is All You Need : A Strong Multi-In-Multi-Out Baseline for Video Prediction Shuliang Ning Mengcheng Lan Yanran Li Chaofeng Chen Qian Chen Xunlai Chen Xiaoguang Han Shuguang Cui 17 20 0 09 Dec 2022
SimVP: Towards Simple yet Powerful Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Siyuan Li Stan Z. Li VLM AI4TS 14 1 0 22 Nov 2022
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 18 54 0 07 Nov 2022
LOPR: Latent Occupancy PRediction using Generative Models Bernard Lange Masha Itkina Mykel J. Kochenderfer AI4CE 36 5 0 03 Oct 2022
A case study of spatiotemporal forecasting techniques for weather forecasting Shakir Showkat Sofi Ivan V. Oseledets 11 4 0 29 Sep 2022
PiFold: Toward effective and efficient protein inverse folding Zhangyang Gao Cheng Tan Pablo Chacón Stan Z. Li AI4CE 59 104 0 22 Sep 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun-Xiong Xia Siyuan Li Stan Z. Li 25 102 0 24 Jun 2022
MS-RNN: A Flexible Multi-Scale Framework for Spatiotemporal Predictive Learning Zhifeng Ma Hao Zhang Jie Liu HAI AI4CE 18 12 0 07 Jun 2022
TaylorSwiftNet: Taylor Driven Temporal Modeling for Swift Future Frame Prediction M. Pourheydari Emad Bahrami Rad Mohsen Fayyaz Gianpiero Francesca M. Noroozi Juergen Gall 20 1 0 27 Oct 2021
ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning Zhiyu Yao Yunbo Wang Haixu Wu Jianmin Wang Mingsheng Long AI4TS 13 8 0 08 Oct 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 278 1,939 0 09 Feb 2021