Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction

3 March 2020

Papers citing "Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction"

26 / 26 papers shown

Title
SRVP: Strong Recollection Video Prediction Model Using Attention-Based Spatiotemporal Correlation Fusion Yuseon Kim Kyongseok Park 22 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 52 0 0 14 Mar 2025
MAUCell: An Adaptive Multi-Attention Framework for Video Frame Prediction Shreyam Gupta P. Agrawal Priyam Gupta 57 0 0 28 Jan 2025
InterDyn: Controllable Interactive Dynamics with Video Diffusion Models Rick Akkerman Haiwen Feng M. Black Dimitrios Tzionas Victoria Fernandez-Abrevaya VGen AI4CE 91 3 0 16 Dec 2024
Learning Physics From Video: Unsupervised Physical Parameter Estimation for Continuous Dynamical Systems Alejandro Castañeda Garcia J. C. V. Gemert Daan Brinks Nergis Tömen 26 0 0 02 Oct 2024
Precise Forecasting of Sky Images Using Spatial Warping Leron Julian Aswin C. Sankaranarayanan 18 7 0 18 Sep 2024
ContPhy: Continuum Physical Concept Learning and Reasoning from Videos Zhicheng Zheng Xin Yan Zhenfang Chen Jingzhou Wang Qin Zhi Eddie Lim Joshua B. Tenenbaum Chuang Gan LRM 12 6 0 09 Feb 2024
DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting Demin Yu Xutao Li Yunming Ye Baoquan Zhang Chuyao Luo Kuai Dai Rui Wang Xunlai Chen 12 19 0 11 Dec 2023
SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 10 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 29 1 0 09 Oct 2023
Long-Term Prediction of Natural Video Sequences with Robust Video Predictors Luke Ditria Tom Drummond 12 0 0 21 Aug 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 10 53 0 19 Jul 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 11 27 0 19 May 2023
A-CAP: Anticipation Captioning with Commonsense Knowledge D. Vo Quoc-An Luong Akihiro Sugimoto Hideki Nakayama 11 2 0 13 Apr 2023
Improving deep learning precipitation nowcasting by using prior knowledge M. Choma Petr Simánek Jakub Bartel 10 0 0 27 Jan 2023
WeatherFusionNet: Predicting Precipitation from Satellite Data Jirí Pihrt Rudolf Raevskiy Petr Simánek M. Choma 6 6 0 30 Nov 2022
Simulation of Atlantic Hurricane Tracks and Features: A Deep Learning Approach Rikhi Bose A. Pintar E. Simiu 8 2 0 12 Aug 2022
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting Zhihan Gao Xingjian Shi Hao Wang Yi Zhu Yuyang Wang Mu Li Dit-Yan Yeung AI4TS 13 144 0 12 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 19 102 0 24 Jun 2022
Deep-learning-based prediction of nanoparticle phase transitions during in situ transmission electron microscopy W. Fu Steven Spurgeon Chongmin Wang Yuyan Shao Wei Wang A. Peles 10 1 0 23 May 2022
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks Angel Villar-Corrales Ani J. Karapetyan Andreas Boltres Sven Behnke 11 11 0 17 Mar 2022
A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction Moitreya Chatterjee N. Ahuja A. Cherian UQCV VGen BDL 8 17 0 06 Oct 2021
Soft-DTW: a Differentiable Loss Function for Time-Series Marco Cuturi Mathieu Blondel AI4TS 124 601 0 05 Mar 2017
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 252 1,394 0 01 Dec 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 188 7,816 0 13 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 243 9,042 0 06 Jun 2015