Unsupervised Learning of Disentangled Representations from Video

31 May 2017

Papers citing "Unsupervised Learning of Disentangled Representations from Video"

50 / 127 papers shown

Title
MALT Diffusion: Memory-Augmented Latent Transformers for Any-Length Video Generation Sihyun Yu Meera Hahn Dan Kondratyuk Jinwoo Shin Agrim Gupta José Lezama Irfan Essa David A. Ross Jonathan Huang DiffM VGen 80 0 0 18 Feb 2025
An Information Criterion for Controlled Disentanglement of Multimodal Data Chenyu Wang Sharut Gupta Xinyi Zhang Sana Tonekaboni Stefanie Jegelka Tommi Jaakkola Caroline Uhler DRL 44 1 0 31 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 229 0 0 28 Oct 2024
Unsupervised Representation Learning from Sparse Transformation Analysis Yue Song Thomas Anderson Keller Yisong Yue Pietro Perona Max Welling DRL 36 0 0 07 Oct 2024
Understanding Pose and Appearance Disentanglement in 3D Human Pose Estimation K. K. Nakka Mathieu Salzmann DRL CoGe 26 2 0 20 Sep 2023
Disentanglement Learning via Topology Nikita Balabin Daria Voronkova I. Trofimov Evgeny Burnaev S. Barannikov DRL 60 2 0 24 Aug 2023
Pre-training Contextualized World Models with In-the-wild Videos for Reinforcement Learning Jialong Wu Haoyu Ma Chao Deng Mingsheng Long OffRL 36 25 0 29 May 2023
Multifactor Sequential Disentanglement via Structured Koopman Autoencoders Nimrod Berman Ilana D Naiman Omri Azencot CoGe 32 22 0 30 Mar 2023
TAEC: Unsupervised Action Segmentation with Temporal-Aware Embedding and Clustering Wei Lin Anna Kukleva Horst Possegger Hilde Kuehne Horst Bischof 48 2 0 09 Mar 2023
Video Prediction by Efficient Transformers Xi Ye Guillaume-Alexandre Bilodeau ViT 44 34 0 12 Dec 2022
Disentangled Representation Learning Xin Eric Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 39 78 0 21 Nov 2022
Disentangling Content and Motion for Text-Based Neural Video Manipulation Levent Karacan Tolga Kerimouglu .Ismail .Inan Tolga Birdal Erkut Erdem Aykut Erdem 31 1 0 05 Nov 2022
Disentangled Representation Learning for RF Fingerprint Extraction under Unknown Channel Statistics Renjie Xie Wei Xu Jiabao Yu A. Hu Derrick Wing Kwan Ng A. L. Swindlehurst 40 18 0 04 Aug 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
Learning to Refactor Action and Co-occurrence Features for Temporal Action Localization Kun Xia Le Wang Sanping Zhou Nanning Zheng Wei Tang 39 36 0 23 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 54 212 0 09 Jun 2022
Leveraging Disentangled Representations to Improve Vision-Based Keystroke Inference Attacks Under Low Data John Lim Jan-Michael Frahm Fabian Monrose AAML 75 0 0 05 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 51 57 0 31 Mar 2022
GIRAFFE HD: A High-Resolution 3D-aware Generative Model Yang Xue Yuheng Li Krishna Kumar Singh Yong Jae Lee 36 98 0 28 Mar 2022
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks Sihyun Yu Jihoon Tack Sangwoo Mo Hyunsu Kim Junho Kim Jung-Woo Ha Jinwoo Shin DiffM VGen 42 199 0 21 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 28 119 0 08 Feb 2022
Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space Steeven Janny Fabien Baradel Natalia Neverova M. Nadri Greg Mori Christian Wolf CML 38 15 0 01 Feb 2022
Autoencoding Video Latents for Adversarial Video Generation Sai Hemanth Kasaraneni VGen 30 3 0 18 Jan 2022
Multimodal Image Synthesis and Editing: The Generative AI Era Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Shijian Lu Lingjie Liu Adam Kortylewski Christian Theobalt Eric Xing EGVM 36 48 0 27 Dec 2021
Hamiltonian latent operators for content and motion disentanglement in image sequences Asif Khan Amos Storkey 29 2 0 02 Dec 2021
Action2video: Generating Videos of Human 3D Actions Chuan Guo Wei Ji Sen Wang Xinshuang Liu Shihao Zou Minglun Gong Li Cheng 3DH 73 22 0 12 Nov 2021
Contrastively Disentangled Sequential Variational Autoencoder M. Kiener Weiran Wang Michael Gerndt CoGe DRL 34 40 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
Video Autoencoder: self-supervised disentanglement of static 3D structure and motion Zihang Lai Sifei Liu Alexei A. Efros Xiaolong Wang VGen 41 31 0 06 Oct 2021
A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction Moitreya Chatterjee Narendra Ahuja A. Cherian UQCV VGen BDL 44 17 0 06 Oct 2021
Self-Supervised Disentangled Representation Learning for Third-Person Imitation Learning Jinghuan Shang Michael S. Ryoo SSL 24 24 0 02 Aug 2021
StyleVideoGAN: A Temporal Generative Model using a Pretrained StyleGAN Gereon Fox A. Tewari Mohamed A. Elgharib Christian Theobalt 169 52 0 15 Jul 2021
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translation Lalith Sharan Gabriele Romano Sven Koehler Halvar Kelm M. Karck R. de Simone Sandy Engelhardt MedIm 32 28 0 14 Jul 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 27 284 0 01 Jun 2021
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations Pierre Colombo Chloé Clavel Pablo Piantanida AAML DRL 26 50 0 06 May 2021
A Good Image Generator Is What You Need for High-Resolution Video Synthesis Yu Tian Jian Ren Menglei Chai Kyle Olszewski Xi Peng Dimitris N. Metaxas Sergey Tulyakov VGen 65 183 0 30 Apr 2021
DriveGAN: Towards a Controllable High-Quality Neural Simulation S. Kim Jonah Philion Antonio Torralba Sanja Fidler 29 109 0 30 Apr 2021
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task C. Requena-Mesa V. Benson Markus Reichstein J. Runge Joachim Denzler 74 50 0 16 Apr 2021
Generating Furry Cars: Disentangling Object Shape & Appearance across Multiple Domains Utkarsh Ojha Krishna Kumar Singh Yong Jae Lee OOD 27 6 0 05 Apr 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
Density-aware Haze Image Synthesis by Self-Supervised Content-Style Disentanglement Chi Zhang Zihang Lin Liheng Xu Zongliang Li Wei Tang Yuehu Liu Gaofeng Meng Le Wang Li Li 23 19 0 11 Mar 2021
Self-Supervision by Prediction for Object Discovery in Videos Beril Besbinar P. Frossard SSL 31 7 0 09 Mar 2021
DMotion: Robotic Visuomotor Control with Unsupervised Forward Model Learned from Videos Haoqi Yuan Ruihai Wu Andrew Zhao Hanwang Zhang Zihan Ding Hao Dong 19 3 0 07 Mar 2021
Disentangled Sequence Clustering for Human Intention Inference Mark Zolotas Y. Demiris DRL 24 5 0 23 Jan 2021
Disentangled Recurrent Wasserstein Autoencoder Jun Han Martin Renqiang Min Ligong Han Erran L. Li Xuan Zhang CoGe SyDa DRL 29 33 0 19 Jan 2021
Mutual Information Based Method for Unsupervised Disentanglement of Video Representation Aditya Sreekar Ujjwal Tiwari A. Namboodiri DRL 26 4 0 17 Nov 2020
Video Generative Adversarial Networks: A Review Nuha Aldausari Arcot Sowmya Nadine Marcus Gelareh Mohammadi EGVM 21 103 0 04 Nov 2020
Generalization to New Actions in Reinforcement Learning Ayush Jain Andrew Szot Joseph J. Lim AI4CE 33 34 0 03 Nov 2020
A Sober Look at the Unsupervised Learning of Disentangled Representations and their Evaluation Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 14 66 0 27 Oct 2020
THIN: THrowable Information Networks and Application for Facial Expression Recognition In The Wild Estèphe Arnaud Arnaud Dapogny Kévin Bailly CVBM 29 23 0 15 Oct 2020