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"

50 / 51 papers shown

Title
SRVP: Strong Recollection Video Prediction Model Using Attention-Based Spatiotemporal Correlation Fusion Yuseon Kim Kyongseok Park 33 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
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 71 0 0 17 Feb 2025
MAUCell: An Adaptive Multi-Attention Framework for Video Frame Prediction Shreyam Gupta P. Agrawal Priyam Gupta 67 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 105 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 36 0 0 02 Oct 2024
Precise Forecasting of Sky Images Using Spatial Warping Leron Julian Aswin C. Sankaranarayanan 31 7 0 18 Sep 2024
Short-Term Solar Irradiance Forecasting Under Data Transmission Constraints Joshua Edward Hammond Ricardo A. Lara Orozco Michael Baldea Sciences The University of Texas at Austin 9 2 0 19 Mar 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 32 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 28 20 0 11 Dec 2023
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
Long-Term Prediction of Natural Video Sequences with Robust Video Predictors Luke Ditria Tom Drummond 41 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 27 55 0 19 Jul 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 26 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 21 27 0 19 May 2023
A-CAP: Anticipation Captioning with Commonsense Knowledge D. Vo Quoc-An Luong Akihiro Sugimoto Hideki Nakayama 19 2 0 13 Apr 2023
Improving deep learning precipitation nowcasting by using prior knowledge M. Choma Petr Simánek Jakub Bartel 20 0 0 27 Jan 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
WeatherFusionNet: Predicting Precipitation from Satellite Data Jirí Pihrt Rudolf Raevskiy Petr Simánek M. Choma 9 6 0 30 Nov 2022
Stochastic Occupancy Grid Map Prediction in Dynamic Scenes Zhanteng Xie P. Dames 19 4 0 16 Oct 2022
Enhancing Spatiotemporal Prediction Model using Modular Design and Beyond Haoyu Pan Hao Wu Tan Yang AI4TS 28 0 0 04 Oct 2022
Simulation of Atlantic Hurricane Tracks and Features: A Deep Learning Approach Rikhi Bose A. Pintar E. Simiu 16 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 31 148 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 29 107 0 24 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 25 211 0 09 Jun 2022
Learning What and Where: Disentangling Location and Identity Tracking Without Supervision Manuel Traub S. Otte Tobias Menge Matthias Karlbauer Jannik Thummel Martin Volker Butz 26 20 0 26 May 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 28 1 0 23 May 2022
Neural Implicit Representations for Physical Parameter Inference from a Single Video Florian Hofherr Lukas Koestler Florian Bernard Daniel Cremers AI4CE 27 9 0 29 Apr 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
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 34 55 0 31 Mar 2022
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks Angel Villar-Corrales Ani J. Karapetyan Andreas Boltres Sven Behnke 19 11 0 17 Mar 2022
Discovering Nonlinear PDEs from Scarce Data with Physics-encoded Learning Chengping Rao Pu Ren Yang Liu Hao-Lun Sun AI4CE 35 26 0 28 Jan 2022
Composing Partial Differential Equations with Physics-Aware Neural Networks Matthias Karlbauer T. Praditia S. Otte S. Oladyshkin Wolfgang Nowak Martin Volker Butz AI4CE 27 18 0 23 Nov 2021
Wide and Narrow: Video Prediction from Context and Motion Jaehoon Cho Jiyoung Lee Changjae Oh Wonil Song K. Sohn 19 1 0 22 Oct 2021
A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction Moitreya Chatterjee N. Ahuja A. Cherian UQCV VGen BDL 32 17 0 06 Oct 2021
RAP-Net: Region Attention Predictive Network for Precipitation Nowcasting Chuyao Luo Zheng Zhang Rui Ye Xutao Li Yunming Ye 16 11 0 03 Oct 2021
Conditional Temporal Variational AutoEncoder for Action Video Prediction Xiaogang Xu Yi Wang Liwei Wang Bei Yu Jiaya Jia VGen 24 5 0 12 Aug 2021
Group-based Motion Prediction for Navigation in Crowded Environments Allan Wang Christoforos Mavrogiannis Aaron Steinfeld 11 29 0 24 Jul 2021
Integrating Expert ODEs into Neural ODEs: Pharmacology and Disease Progression Zhaozhi Qian W. Zame L. Fleuren Paul Elbers M. Schaar OOD 14 53 0 05 Jun 2021
Deep Time Series Forecasting with Shape and Temporal Criteria Vincent Le Guen Nicolas Thome AI4TS 27 27 0 09 Apr 2021
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and Regularization Xin Jin Tianyu He Kecheng Zheng Zhiheng Yin Xu Shen Zhen Huang Ruoyu Feng Jianqiang Huang Xiansheng Hua Zhibo Chen CVBM 21 124 0 29 Mar 2021
Physics-Integrated Variational Autoencoders for Robust and Interpretable Generative Modeling Naoya Takeishi Alexandros Kalousis DRL AI4CE 22 54 0 25 Feb 2021
Meta-Learning Dynamics Forecasting Using Task Inference Rui Wang Robin G. Walters Rose Yu OOD AI4TS AI4CE 19 31 0 20 Feb 2021
Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity Vincent Le Guen Nicolas Thome AI4TS 16 26 0 14 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 17 132 0 09 Oct 2020
Stochastic Latent Residual Video Prediction Jean-Yves Franceschi E. Delasalles Mickaël Chen Sylvain Lamprier Patrick Gallinari VGen 26 159 0 21 Feb 2020
Soft-DTW: a Differentiable Loss Function for Time-Series Marco Cuturi Mathieu Blondel AI4TS 130 611 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 278 1,400 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 227 7,902 0 13 Jun 2015