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
RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent BDL AI4Cl 41 0 0 15 May 2025
Physical Scales Matter: The Role of Receptive Fields and Advection in Satellite-Based Thunderstorm Nowcasting with Convolutional Neural Networks Christoph Metzl Kianusch Vahid Yousefnia Richard Müller Virginia Poli Miria Celano Tobias Bölle 34 0 0 14 Apr 2025
PINP: Physics-Informed Neural Predictor with latent estimation of fluid flows Huaguan Chen Yang Liu Hao Sun PINN AI4CE 53 0 0 08 Apr 2025
A Spatial-temporal Deep Probabilistic Diffusion Model for Reliable Hail Nowcasting with Radar Echo Extrapolation Haonan Shi Long Tian Jie Tao Yufei Li Liming Wang Xiyang Liu AI4Cl 35 0 0 26 Mar 2025
UniSTD: Towards Unified Spatio-Temporal Learning across Diverse Disciplines Chen Tang Xinzhu Ma Encheng Su Xiufeng Song Xiaohong Liu Wei-Hong Li Lei Bai Wanli Ouyang Xiangyu Yue 3DGS AI4TS 72 0 0 26 Mar 2025
Learning Extremely High Density Crowds as Active Matters Feixiang He Jiangbei Yue Jialin Zhu Armin Seyfried Dan Casas Julien Pettré He Wang 72 0 0 15 Mar 2025
GMG: A Video Prediction Method Based on Global Focus and Motion Guided Yuhao Du Hui Liu Haoxiang Peng Xinyuan Chen Chenrong Wu Jiawei Zhang 74 0 0 14 Mar 2025
PIMRL: Physics-Informed Multi-Scale Recurrent Learning for Spatiotemporal Prediction Han Wan Qi Wang Hao Sun Hao Sun AI4CE 57 1 0 13 Mar 2025
Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Xingzhuo Guo Yu Zhang Baixu Chen Haoran Xu Jianmin Wang Mingsheng Long DiffM AI4TS 43 1 0 02 Mar 2025
BeamVQ: Beam Search with Vector Quantization to Mitigate Data Scarcity in Physical Spatiotemporal Forecasting Weiyan Wang Xingjian Shi Ruiqi Shu Yuan Gao Rui Chen ... Shuaipeng Li Yangyu Tao Di Wang Hao Wu Xiaomeng Huang 66 0 0 26 Feb 2025
High-Dynamic Radar Sequence Prediction for Weather Nowcasting Using Spatiotemporal Coherent Gaussian Representation Ziye Wang Yiran Qin Lin Zeng Ruimao Zhang 65 0 0 24 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 78 0 0 17 Feb 2025
MAUCell: An Adaptive Multi-Attention Framework for Video Frame Prediction Shreyam Gupta P. Agrawal Priyam Gupta 77 0 0 28 Jan 2025
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 81 0 0 18 Dec 2024
Data-driven Precipitation Nowcasting Using Satellite Imagery Young-Jae Park Doyi Kim Minseok Seo Hae-Gon Jeon Yeji Choi AI4Cl 75 0 0 16 Dec 2024
MPBD-LSTM: A Predictive Model for Colorectal Liver Metastases Using Time Series Multi-phase Contrast-Enhanced CT Scans Xueyang Li Han Xiao Weixiang Weng Xiaowei Xu Yiyu Shi 78 0 0 02 Dec 2024
Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction M. Perera J. Hoog Kasun Bandara Saman K. Halgamuge 36 0 0 17 Nov 2024
STLight: a Fully Convolutional Approach for Efficient Predictive Learning by Spatio-Temporal joint Processing Andrea Alfarano Alberto Alfarano Linda Friso Andrea Bacciu Irene Amerini Fabrizio Silvestri 52 0 0 15 Nov 2024
Exploring the Interplay Between Video Generation and World Models in Autonomous Driving: A Survey Ao Fu Yi Zhou Tao Zhou Yuqing Yang Bojun Gao Qun Li Guobin Wu Ling Shao VGen 59 2 0 05 Nov 2024
Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting Chiu-Wai Yan Shi Quan Foo Van Hoan Trinh Dit-Yan Yeung Ka-Hing Wong W. Wong 37 1 0 30 Oct 2024
CloudCast -- Total Cloud Cover Nowcasting with Machine Learning Mikko Partio Leila Hieta Anniina Kokkonen 16 1 0 27 Oct 2024
E-Motion: Future Motion Simulation via Event Sequence Diffusion Song Wu Zhiyu Zhu Junhui Hou Guangming Shi Jinjian Wu DiffM VGen 45 1 0 11 Oct 2024
Multi-Source Temporal Attention Network for Precipitation Nowcasting Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent AI4Cl 30 0 0 11 Oct 2024
PostCast: Generalizable Postprocessing for Precipitation Nowcasting via Unsupervised Blurriness Modeling Junchao Gong Siwei Tu Weidong Yang Ben Fei Kun Chen Wenlong Zhang Xiaokang Yang Wanli Ouyang Lei Bai DiffM 24 2 0 08 Oct 2024
Masked Autoregressive Model for Weather Forecasting Doyi Kim Minseok Seo Hakjin Lee Junghoon Seo 37 0 0 30 Sep 2024
CausalVE: Face Video Privacy Encryption via Causal Video Prediction Yubo Huang Wenhao Feng Xin Lai Zixi Wang Jingzehua Xu Shuai Zhang Hongjie He Fan Chen PICV 38 1 0 28 Sep 2024
Context-Conditioned Spatio-Temporal Predictive Learning for Reliable V2V Channel Prediction Lei Chu Daoud Burghal Rui Wang Michael Neuman A. Molisch 45 0 0 16 Sep 2024
Convolutional Neural Network Compression Based on Low-Rank Decomposition Yaping He Linhao Jiang Di Wu 44 0 0 29 Aug 2024
Physics-informed Discovery of State Variables in Second-Order and Hamiltonian Systems Félix Chavelli Zi-Yu Khoo Dawen Wu Jonathan Sze Choong Low Stéphane Bressan 35 0 0 21 Aug 2024
Enhanced Traffic Flow Prediction with Multi-Segment Fusion Tensor Graph Convolutional Networks Wei Zhang Peng Tang 28 0 0 08 Aug 2024
Forecasting Future Videos from Novel Views via Disentangled 3D Scene Representation Sudhir Yarram Zi Huang 36 0 0 31 Jul 2024
Self-supervised Multi-future Occupancy Forecasting for Autonomous Driving Bernard Lange Masha Itkina Jiachen Li Mykel J. Kochenderfer 37 4 0 30 Jul 2024
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent space Shuangliang Li Siwei Li 40 0 0 27 Jul 2024
Flow-guided Motion Prediction with Semantics and Dynamic Occupancy Grid Maps Rabbia Asghar Wenqian Liu Lukas Rummelhard A. Spalanzani Christian Laugier 44 0 0 22 Jul 2024
ST-Mamba: Spatial-Temporal Mamba for Traffic Flow Estimation Recovery using Limited Data Doncheng Yuan Jianzhe Xue Jinshan Su Wenchao Xu Haibo Zhou Mamba 26 3 0 11 Jul 2024
PredBench: Benchmarking Spatio-Temporal Prediction across Diverse Disciplines Zidong Wang Zeyu Lu Di Huang Tong He Xihui Liu Wanli Ouyang Lei Bai 41 5 0 11 Jul 2024
Spatial-Temporal Attention Model for Traffic State Estimation with Sparse Internet of Vehicles Jianzhe Xue Dongcheng Yuan Yu Sun Tianqi Zhang Wenchao Xu Haibo Zhou Xuemin Shen 32 1 0 10 Jul 2024
ViPro: Enabling and Controlling Video Prediction for Complex Dynamical Scenarios using Procedural Knowledge Patrick Takenaka Johannes Maucher Marco F. Huber VGen 48 0 0 26 Jun 2024
Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting Sojung An Tae-Jin Oh Eunha Sohn Donghyun Kim AI4TS 56 7 0 07 Jun 2024
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting Doyi Kim Minseok Seo Yeji Choi 34 0 0 07 Jun 2024
Spatiotemporal Predictions of Toxic Urban Plumes Using Deep Learning Yinan Wang M. G. Fernández-Godino Nipun Gunawardena Donald D. Lucas X. Yue 31 1 0 30 May 2024
SFANet: Spatial-Frequency Attention Network for Weather Forecasting Jiaze Wang Hao Chen Hongcan Xu Jinpeng Li Bo-Lan Wang Kun Shao Furui Liu Huaxi Chen Guangyong Chen Pheng-Ann Heng 64 0 0 29 May 2024
BeamVQ: Aligning Space-Time Forecasting Model via Self-training on Physics-aware Metrics Hao Wu Xingjian Shi Ziyue Huang Penghao Zhao Wei Xiong Jinbao Xue Yangyu Tao Xiaomeng Huang Weiyan Wang AI4TS 60 1 0 27 May 2024
iVideoGPT: Interactive VideoGPTs are Scalable World Models Jialong Wu Shaofeng Yin Ningya Feng Xu He Dong Li Haifeng Zhang Mingsheng Long VGen 49 26 0 24 May 2024
Enhanced Spatiotemporal Prediction Using Physical-guided And Frequency-enhanced Recurrent Neural Networks Xuanle Zhao Yue Sun Tielin Zhang Bo Xu AI4CE 42 1 0 23 May 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey Jing Liu Yang Liu Jieyu Lin Jielin Li Peng Sun Bo Hu Liang Song Azzedine Boukerche Victor C.M. Leung Victor C.M. Leung 43 10 0 16 May 2024
CogDPM: Diffusion Probabilistic Models via Cognitive Predictive Coding Kaiyuan Chen Xingzhuo Guo Yu Zhang Jianmin Wang Mingsheng Long DiffM 41 1 0 03 May 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 45 0 0 29 Apr 2024
Four-hour thunderstorm nowcasting using deep diffusion models of satellite Kuai Dai Xutao Li Junying Fang Yunming Ye Demin Yu Di Xian Danyu Qin Danyu Qin Jingsong Wang AI4Cl 43 1 0 16 Apr 2024
TAFormer: A Unified Target-Aware Transformer for Video and Motion Joint Prediction in Aerial Scenes Liangyu Xu Wanxuan Lu Hongfeng Yu Yongqiang Mao Hanbo Bi Chenglong Liu Xian Sun Kun Fu 39 3 0 27 Mar 2024