PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning

17 April 2018

Philip S. Yu

Papers citing "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning"

40 / 40 papers shown

Title
Advancing Video Anomaly Detection: A Bi-Directional Hybrid Framework for Enhanced Single- and Multi-Task Approaches Guodong Shen Yuqi Ouyang Junru Lu Yixuan Yang Victor Sanchez 28 1 0 20 Apr 2025
SRVP: Strong Recollection Video Prediction Model Using Attention-Based Spatiotemporal Correlation Fusion Yuseon Kim Kyongseok Park 29 0 0 10 Apr 2025
GMG: A Video Prediction Method Based on Global Focus and Motion Guided Yuhao Du Hui Liu Haoxiang Peng Xinyuan Chen Chenrong Wu J. Zhang 59 0 0 14 Mar 2025
MAUCell: An Adaptive Multi-Attention Framework for Video Frame Prediction Shreyam Gupta P. Agrawal Priyam Gupta 67 0 0 28 Jan 2025
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting Hao Wu Haomin Wen Guibin Zhang Yutong Xia Kai Wang Yuxuan Liang Yu Zheng Kun Wang 60 2 0 17 Jan 2025
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 79 2 0 20 Nov 2024
Machine learning surrogates for efficient hydrologic modeling: Insights from stochastic simulations of managed aquifer recharge Timothy Dai Kate Maher Z. Perzan 29 1 0 30 Jul 2024
MCSDNet: Mesoscale Convective System Detection Network via Multi-scale Spatiotemporal Information Jiajun Liang Baoquan Zhang Yunming Ye Xutao Li Chuyao Luo Xukai Fu 29 0 0 26 Apr 2024
SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 30 0 0 06 Dec 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
TempEE: Temporal-Spatial Parallel Transformer for Radar Echo Extrapolation Beyond Auto-Regression Shengchao Chen Ting Shu Huani Zhao Guo Zhong Xunlai Chen 27 17 0 27 Apr 2023
DNeRV: Modeling Inherent Dynamics via Difference Neural Representation for Videos Qi Zhao M. Salman Asif Zhan Ma 18 31 0 13 Apr 2023
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 28 20 0 09 Dec 2022
Convolutional Long Short-Term Memory (convLSTM) for Spatio-Temporal Forecastings of Saturations and Pressure in the SACROC Field P. Panja W. Jia Alec Nelson B. McPherson 19 0 0 15 Oct 2022
A unified model for continuous conditional video prediction Xi Ye Guillaume-Alexandre Bilodeau AI4TS 32 7 0 11 Oct 2022
The Foreseeable Future: Self-Supervised Learning to Predict Dynamic Scenes for Indoor Navigation Hugues Thomas Jian Zhang Timothy D. Barfoot 3DPC 16 4 0 26 Aug 2022
Latency-Aware Collaborative Perception Zixing Lei Shunli Ren Yue Hu Wenjun Zhang Siheng Chen 34 96 0 18 Jul 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 25 107 0 24 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 23 210 0 09 Jun 2022
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation Yuan Hu Lei Chen Zhibin Wang Hao Li OOD 21 47 0 26 May 2022
MMINR: Multi-frame-to-Multi-frame Inference with Noise Resistance for Precipitation Nowcasting with Radar Feng Sun Cong Bai 19 1 0 05 May 2022
Prediction of fish location by combining fisheries data and sea bottom temperature forecasting Matthieu Ospici Klaas Sys Sophie Guegan-Marat 8 2 0 04 May 2022
STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond Zheng Chang Xinfeng Zhang Shanshe Wang Siwei Ma Wen Gao 28 1 0 20 Apr 2022
STRPM: A Spatiotemporal Residual Predictive Model for High-Resolution Video Prediction Zheng Chang Xinfeng Zhang Shanshe Wang Siwei Ma Wen Gao 13 50 0 30 Mar 2022
VPTR: Efficient Transformers for Video Prediction Xi Ye Guillaume-Alexandre Bilodeau ViT 19 18 0 29 Mar 2022
Learning to Transfer for Traffic Forecasting via Multi-task Learning Y. Lu AI4TS 22 7 0 27 Nov 2021
RAP-Net: Region Attention Predictive Network for Precipitation Nowcasting Chuyao Luo Zheng Zhang Rui Ye Xutao Li Yunming Ye 9 11 0 03 Oct 2021
Learning Spatiotemporal Occupancy Grid Maps for Lifelong Navigation in Dynamic Scenes Hugues Thomas Matthieu Gallet de Saint Aurin Jian Zhang T. Barfoot 8 12 0 24 Aug 2021
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Sangmin Lee Hak Gu Kim Dae Hwi Choi Hyungil Kim Yong Man Ro 20 102 0 02 Apr 2021
Double-Prong ConvLSTM for Spatiotemporal Occupancy Prediction in Dynamic Environments Maneekwan Toyungyernsub Masha Itkina Ransalu Senanayake Mykel J. Kochenderfer 27 22 0 18 Nov 2020
Attention Augmented ConvLSTM for Environment Prediction Bernard Lange Masha Itkina Mykel J. Kochenderfer 65 21 0 19 Oct 2020
Smaller World Models for Reinforcement Learning Jan Robine Tobias Uelwer Stefan Harmeling DRL 6 3 0 12 Oct 2020
Latent Video Transformer Ruslan Rakhimov Denis Volkhonskiy Alexey Artemov Denis Zorin Evgeny Burnaev VGen 31 118 0 18 Jun 2020
Bridging the Gap Between Training and Inference for Spatio-Temporal Forecasting Hongbin Liu Ickjai Lee AI4TS 17 1 0 19 May 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 78 288 0 03 Mar 2020
ARMA Nets: Expanding Receptive Field for Dense Prediction Jiahao Su Shiqi Wang Furong Huang 15 1 0 15 Feb 2020
Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction Mohamed Chaabane A. Trabelsi Nathaniel Blanchard Ross Beveridge 11 55 0 20 Oct 2019
PISEP^2: Pseudo Image Sequence Evolution based 3D Pose Prediction Xiaoli Liu Jianqin Yin Huaping Liu Yilong Yin 3DH 22 7 0 04 Sep 2019
A Neurally-Inspired Hierarchical Prediction Network for Spatiotemporal Sequence Learning and Prediction Jielin Qiu Ge Huang T. Lee 13 10 0 25 Jan 2019
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 201 7,902 0 13 Jun 2015