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"

45 / 45 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 33 1 0 20 Apr 2025
SRVP: Strong Recollection Video Prediction Model Using Attention-Based Spatiotemporal Correlation Fusion Yuseon Kim Kyongseok Park 36 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 69 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 62 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 81 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 31 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
SFTformer: A Spatial-Frequency-Temporal Correlation-Decoupling Transformer for Radar Echo Extrapolation Liangyu Xu Wanxuan Lu Hongfeng Yu Fanglong Yao Xian Sun Kun Fu 40 5 0 28 Feb 2024
SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 37 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 38 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
Video Prediction by Efficient Transformers Xi Ye Guillaume-Alexandre Bilodeau ViT 34 33 0 12 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 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 26 0 0 15 Oct 2022
A unified model for continuous conditional video prediction Xi Ye Guillaume-Alexandre Bilodeau AI4TS 34 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 24 4 0 26 Aug 2022
Latency-Aware Collaborative Perception Zixing Lei Shunli Ren Yue Hu Wenjun Zhang Siheng Chen 36 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 31 107 0 24 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 30 211 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 13 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 30 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 21 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
Learning Scene Dynamics from Point Cloud Sequences Pan He Patrick Emami Sanjay Ranka Anand Rangarajan 3DPC 20 18 0 16 Nov 2021
RAP-Net: Region Attention Predictive Network for Precipitation Nowcasting Chuyao Luo Zheng Zhang Rui Ye Xutao Li Yunming Ye 18 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 22 102 0 02 Apr 2021
StressNet: Deep Learning to Predict Stress With Fracture Propagation in Brittle Materials Yinan Wang Diane Oyen Weihong Guo A. Mehta Cory Braker Scott N. Panda M. G. Fernández-Godino G. Srinivasan Xiaowei Yue AI4CE 8 31 0 20 Nov 2020
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 73 21 0 19 Oct 2020
Smaller World Models for Reinforcement Learning Jan Robine Tobias Uelwer Stefan Harmeling DRL 11 3 0 12 Oct 2020
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting Yuan Yin Vincent Le Guen Jérémie Donà Emmanuel de Bézenac Ibrahim Ayed Nicolas Thome Patrick Gallinari AI4CE PINN 27 132 0 09 Oct 2020
Latent Video Transformer Ruslan Rakhimov Denis Volkhonskiy Alexey Artemov Denis Zorin Evgeny Burnaev VGen 33 118 0 18 Jun 2020
Bridging the Gap Between Training and Inference for Spatio-Temporal Forecasting Hongbin Liu Ickjai Lee AI4TS 25 1 0 19 May 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 89 288 0 03 Mar 2020
ARMA Nets: Expanding Receptive Field for Dense Prediction Jiahao Su Shiqi Wang Furong Huang 17 1 0 15 Feb 2020
Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction Mohamed Chaabane A. Trabelsi Nathaniel Blanchard Ross Beveridge 13 55 0 20 Oct 2019
PISEP^2: Pseudo Image Sequence Evolution based 3D Pose Prediction Xiaoli Liu Jianqin Yin Huaping Liu Yilong Yin 3DH 29 7 0 04 Sep 2019
A Neurally-Inspired Hierarchical Prediction Network for Spatiotemporal Sequence Learning and Prediction Jielin Qiu Ge Huang T. Lee 16 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 230 7,903 0 13 Jun 2015