Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics

19 November 2018

Philip S Yu

Papers citing "Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics"

35 / 35 papers shown

Title
MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting Mengqiu Xu Kaixin Chen Heng Guo Yixiang Huang Ming Wu Zhenwei Shi Chuang Zhang Jun Guo 39 0 0 15 May 2025
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 38 1 0 20 Apr 2025
SRVP: Strong Recollection Video Prediction Model Using Attention-Based Spatiotemporal Correlation Fusion Yuseon Kim Kyongseok Park 41 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 Jiawei Zhang 77 0 0 14 Mar 2025
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting Hao Wu Haomin Wen Guibin Zhang Yutong Xia Kai Wang Keli Zhang Yu Zheng Kun Wang 71 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 97 1 0 20 Nov 2024
Non-stationary and Sparsely-correlated Multi-output Gaussian Process with Spike-and-Slab Prior Wang Xinming Li Yongxiang Yue Xiaowei Wu Jianguo 26 0 0 05 Sep 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
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 45 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 40 1 0 09 Oct 2023
SkyGPT: Probabilistic Short-term Solar Forecasting Using Synthetic Sky Videos from Physics-constrained VideoGPT Yuhao Nie E. Zelikman Andea Scott Quentin Paletta A. Brandt 49 3 0 20 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
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
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 41 20 0 09 Dec 2022
Enhancing Spatiotemporal Prediction Model using Modular Design and Beyond Haoyu Pan Hao Wu Tan Yang AI4TS 36 0 0 04 Oct 2022
The Foreseeable Future: Self-Supervised Learning to Predict Dynamic Scenes for Indoor Navigation Hugues Thomas Jian Zhang Timothy D. Barfoot 3DPC 29 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 Xia Siyuan Li Stan Z. Li 48 107 0 24 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 54 212 0 09 Jun 2022
MMINR: Multi-frame-to-Multi-frame Inference with Noise Resistance for Precipitation Nowcasting with Radar Feng Sun Cong Bai 27 1 0 05 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
Wide and Narrow: Video Prediction from Context and Motion Jaehoon Cho Jiyoung Lee Changjae Oh Wonil Song Kwanghoon Sohn 22 1 0 22 Oct 2021
ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning Zhiyu Yao Yunbo Wang Haixu Wu Jianmin Wang Mingsheng Long AI4TS 29 8 0 08 Oct 2021
RAP-Net: Region Attention Predictive Network for Precipitation Nowcasting Chuyao Luo Zheng Zhang Rui Ye Xutao Li Yunming Ye 28 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 19 12 0 24 Aug 2021
Conditional Temporal Variational AutoEncoder for Action Video Prediction Xiaogang Xu Yi Wang Liwei Wang Bei Yu Jiaya Jia VGen 34 5 0 12 Aug 2021
FDNet: A Deep Learning Approach with Two Parallel Cross Encoding Pathways for Precipitation Nowcasting Bi Yan Chao Yang F. Chen Kohei Takeda Changjun Wang 29 13 0 06 May 2021
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Yunbo Wang Haixu Wu Jianjin Zhang Zhifeng Gao Jianmin Wang Philip S. Yu Mingsheng Long 28 380 0 17 Mar 2021
MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions Haixu Wu Zhiyu Yao J. Wan Mingsheng Long 33 126 0 03 Mar 2021
Double-Prong ConvLSTM for Spatiotemporal Occupancy Prediction in Dynamic Environments Maneekwan Toyungyernsub Masha Itkina Ransalu Senanayake Mykel J. Kochenderfer 37 22 0 18 Nov 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 33 132 0 09 Oct 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 93 289 0 03 Mar 2020
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting Rafaela C. Nascimento Y. M. Souto Eduardo S. Ogasawara Fábio Porto Eduardo Bezerra AI4TS 17 83 0 30 Nov 2019
Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction T. Hascoet AI4TS 28 3 0 24 Oct 2019
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 239 7,916 0 13 Jun 2015