PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning

17 March 2021

Philip S. Yu

Papers citing "PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning"

50 / 123 papers shown

Title
VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate Spatiotemporal Forecasting Yujin Tang Peijie Dong Zhenheng Tang Xiaowen Chu Junwei Liang Mamba 68 20 0 25 Mar 2024
Spatio-Temporal Fluid Dynamics Modeling via Physical-Awareness and Parameter Diffusion Guidance Hao Wu Fan Xu Yifan Duan Ziwei Niu Weiyan Wang Gaofeng Lu Kun Wang Keli Zhang Yang Wang DiffM AI4CE 44 8 0 18 Mar 2024
Learning Physical Dynamics for Object-centric Visual Prediction Hui Xu Tao Chen Feng Xu OCL 40 0 0 15 Mar 2024
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution Zhen-Qiang Zhou Qihe Huang Binwu Wang Jianpeng Hou Kuo Yang Keli Zhang Yang Wang AI4TS 32 2 0 04 Mar 2024
SFTformer: A Spatial-Frequency-Temporal Correlation-Decoupling Transformer for Radar Echo Extrapolation Liangyu Xu Wanxuan Lu Hongfeng Yu Fanglong Yao Xian Sun Kun Fu 50 5 0 28 Feb 2024
Machine Learning on Dynamic Graphs: A Survey on Applications Sanaz Hasanzadeh Fard AI4CE 26 4 0 16 Jan 2024
AdapTraj: A Multi-Source Domain Generalization Framework for Multi-Agent Trajectory Prediction Tangwen Qian Yile Chen Gao Cong Yongjun Xu Fei Wang 32 6 0 22 Dec 2023
Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model Hao Wu Keli Zhang Wei Xiong Zhengyang Zhou Wei-Ming Huang Shilong Wang Kun Wang AI4TS 57 10 0 13 Dec 2023
Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 40 0 0 06 Dec 2023
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 44 24 0 05 Dec 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 27 0 0 24 Nov 2023
SIAM: A Simple Alternating Mixer for Video Prediction Xin Zheng Ziang Peng Yuan Cao Hongming Shan Junping Zhang 39 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 27 0 0 19 Nov 2023
Flexible Multi-Generator Model with Fused Spatiotemporal Graph for Trajectory Prediction Peiyuan Zhu Fengxia Han Hao Deng 14 0 0 06 Nov 2023
Triplet Attention Transformer for Spatiotemporal Predictive Learning Xuesong Nie Xi Chen Haoyuan Jin Zhihang Zhu Yunfeng Yan Donglian Qi ViT 19 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 38 1 0 09 Oct 2023
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology Qingsong Xu Yilei Shi Jonathan Bamber Ye Tuo Ralf Ludwig Xiao Xiang Zhu AI4CE 20 10 0 08 Oct 2023
End-to-End Streaming Video Temporal Action Segmentation with Reinforce Learning Jinrong Zhang Wu Wen Sheng-lan Liu Yunheng Li Qifeng Li Lin Feng 31 0 0 27 Sep 2023
ARFA: An Asymmetric Receptive Field Autoencoder Model for Spatiotemporal Prediction Wenxuan Zhang Xuechao Zou Li Wu Xiaoying Wang Jianqiang Huang Junliang Xing 19 0 0 01 Sep 2023
MMVP: Motion-Matrix-based Video Prediction Yiqi Zhong Luming Liang Ilya Zharkov Ulrich Neumann 25 16 0 30 Aug 2023
Vehicle Motion Forecasting using Prior Information and Semantic-assisted Occupancy Grid Maps Rabbia Asghar M. Diaz-Zapata Lukas Rummelhard A. Spalanzani Christian Laugier 24 5 0 08 Aug 2023
Global Precipitation Nowcasting of Integrated Multi-satellitE Retrievals for GPM: A U-Net Convolutional LSTM Architecture Reyhaneh Rahimi Praveen Ravirathinam A. Ebtehaj A. Behrangi J. Tan Vipin Kumar AI4Cl 34 4 0 20 Jul 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models Zhihan Gao Xingjian Shi Boran Han Hongya Wang Xiaoyong Jin Danielle C. Maddix Yi Zhu Mu Li Bernie Wang BDL DiffM 43 57 0 19 Jul 2023
Enabling Real-time Neural Recovery for Cloud Gaming on Mobile Devices Zhaoyuan He Yifan Yang Shuozhe Li Diyuan Dai Lili Qiu Yuqing Yang 22 0 0 15 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 30 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 45 58 0 20 Jun 2023
Convolutional GRU Network for Seasonal Prediction of the El Niño-Southern Oscillation Lingda Wang Savana Ammons V. M. Hur Ryan Sriver Zhizhen Zhao AI4Cl 23 2 0 18 Jun 2023
Fast Fourier Inception Networks for Occluded Video Prediction Ping Li Chenhan Zhang Xianghua Xu 41 6 0 17 Jun 2023
DDLP: Unsupervised Object-Centric Video Prediction with Deep Dynamic Latent Particles Tal Daniel Aviv Tamar DiffM 35 7 0 09 Jun 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 39 27 0 19 May 2023
Predictions Based on Pixel Data: Insights from PDEs and Finite Differences E. Celledoni James Jackaman Davide Murari B. Owren 35 2 0 01 May 2023
TempEE: Temporal-Spatial Parallel Transformer for Radar Echo Extrapolation Beyond Auto-Regression Shengchao Chen Ting Shu Huani Zhao Guo Zhong Xunlai Chen 40 17 0 27 Apr 2023
MS-LSTM: Exploring Spatiotemporal Multiscale Representations in Video Prediction Domain Zhifeng Ma Hao Zhang Jie Liu 23 7 0 16 Apr 2023
Prior based Sampling for Adaptive LiDAR Amit Shomer S. Avidan 3DV 3DPC MDE 42 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 30 11 0 28 Mar 2023
Model-Based Reinforcement Learning with Isolated Imaginations Minting Pan Xiangming Zhu Yitao Zheng Yunbo Wang Xiaokang Yang 31 0 0 27 Mar 2023
TKN: Transformer-based Keypoint Prediction Network For Real-time Video Prediction Haoran Li Pengyuan Zhou Yi-Wen Lin Y. Hao Haiyong Xie Yong Liao ViT AI4TS 19 1 0 17 Mar 2023
Implicit Stacked Autoregressive Model for Video Prediction Min-seok Seo Hakjin Lee Do-Yeon Kim Junghoon Seo VGen 36 17 0 14 Mar 2023
Predictive Experience Replay for Continual Visual Control and Forecasting Wendong Zhang Geng Chen Xiangming Zhu Siyu Gao Yunbo Wang Xiaokang Yang CLL 55 3 0 12 Mar 2023
Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions Angel Villar-Corrales Ismail Wahdan Sven Behnke OCL 29 7 0 23 Feb 2023
Improving deep learning precipitation nowcasting by using prior knowledge M. Choma Petr Simánek Jakub Bartel 37 0 0 27 Jan 2023
Allo-centric Occupancy Grid Prediction for Urban Traffic Scene Using Video Prediction Networks Rabbia Asghar Lukas Rummelhard A. Spalanzani Christian Laugier 21 2 0 11 Jan 2023
Predictive Coding Based Multiscale Network with Encoder-Decoder LSTM for Video Prediction Chaofan Ling Junpei Zhong Wei-Hong Li 46 3 0 22 Dec 2022
WeatherFusionNet: Predicting Precipitation from Satellite Data Jirí Pihrt Rudolf Raevskiy Petr Simánek M. Choma 13 6 0 30 Nov 2022
SimVP: Towards Simple yet Powerful Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Siyuan Li Stan Z. Li VLM AI4TS 27 1 0 22 Nov 2022
LGN-Net: Local-Global Normality Network for Video Anomaly Detection Mengyang Zhao Xinhua Zeng Yang Liu Jing Liu Di Li Xinhua Zeng Chengxin Pang 31 11 0 14 Nov 2022
Exploiting Spatial-temporal Correlations for Video Anomaly Detection Mengyang Zhao Yang Liu Jing Li Xinhua Zeng 30 15 0 02 Nov 2022
Data-Driven Short-Term Daily Operational Sea Ice Regional Forecasting Timofey Grigoryev P. Verezemskaya Mikhail Krinitskiy N. Anikin A. Gavrikov ... A. Shpilman Andrei Eremchenko S. Gulev Evgeny Burnaev Vladimir Vanovskiý AI4Cl 17 16 0 17 Oct 2022
On the Learning Mechanisms in Physical Reasoning Shiqian Li Ke Wu Chi Zhang Yixin Zhu AI4CE 44 13 0 05 Oct 2022
Enhancing Spatiotemporal Prediction Model using Modular Design and Beyond Haoyu Pan Hao Wu Tan Yang AI4TS 36 0 0 04 Oct 2022