Unsupervised Learning of Spatiotemporally Coherent Metrics

18 December 2014

Joan Bruna

Papers citing "Unsupervised Learning of Spatiotemporally Coherent Metrics"

41 / 41 papers shown

Title
DynaMo: In-Domain Dynamics Pretraining for Visuo-Motor Control Zichen Jeff Cui Hengkai Pan Aadhithya Iyer Siddhant Haldar Lerrel Pinto VGen 36 10 0 18 Sep 2024
Language-based Action Concept Spaces Improve Video Self-Supervised Learning Kanchana Ranasinghe Michael S. Ryoo SSL VLM 45 12 0 20 Jul 2023
Siamese Masked Autoencoders Agrim Gupta Jiajun Wu Jia Deng Li Fei-Fei 46 49 0 23 May 2023
Diffusion Models as Masked Autoencoders Chen Wei K. Mangalam Po-Yao (Bernie) Huang Yanghao Li Haoqi Fan Hu Xu Huiyu Wang Cihang Xie Alan Yuille Christoph Feichtenhofer DiffM SyDa 36 48 0 06 Apr 2023
DPPMask: Masked Image Modeling with Determinantal Point Processes Junde Xu Zikai Lin Donghao Zhou Yao-Cheng Yang Xiangyun Liao Bian Wu Guangyong Chen Pheng-Ann Heng 26 1 0 13 Mar 2023
Learning to Summarize Videos by Contrasting Clips Ivan Sosnovik A. Moskalev Cees Kaandorp A. Smeulders 19 0 0 12 Jan 2023
ProtoX: Explaining a Reinforcement Learning Agent via Prototyping Ronilo Ragodos Tong Wang Qihang Lin Xun Zhou 24 7 0 06 Nov 2022
Extraneousness-Aware Imitation Learning Rachel Zheng Kaizhe Hu Zhecheng Yuan Boyuan Chen Huazhe Xu SSL 33 3 0 04 Oct 2022
Minimalistic Unsupervised Learning with the Sparse Manifold Transform Yubei Chen Zeyu Yun Yi Ma Bruno A. Olshausen Yann LeCun 54 8 0 30 Sep 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 100 655 0 16 Dec 2021
Noether Networks: Meta-Learning Useful Conserved Quantities Ferran Alet Dylan D. Doblar Allan Zhou J. Tenenbaum Kenji Kawaguchi Chelsea Finn 75 27 0 06 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 39 84 0 02 Dec 2021
ReSkin: versatile, replaceable, lasting tactile skins Raunaq M. Bhirangi Tess Hellebrekers Carmel Majidi Abhinav Gupta SyDa 27 73 0 29 Oct 2021
Towards Long-Form Video Understanding Chaoxia Wu Philipp Krahenbuhl VLM ViT 54 166 0 21 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 11 0 18 Jun 2021
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Sateesh Kumar S. Haresh Awais Ahmed Andrey Konin M. Zia Quoc-Huy Tran SSL 27 47 0 27 May 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 39 257 0 29 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 40 92 0 31 Mar 2021
Learning by Aligning Videos in Time S. Haresh Sateesh Kumar Huseyin Coskun S. N. Syed Andrey Konin M. Zia Quoc-Huy Tran AI4TS 24 64 0 31 Mar 2021
Representation Learning on Variable Length and Incomplete Wearable-Sensory Time Series Xian Wu Chao Huang Pablo Robles-Granda Nitesh Chawla AI4TS 14 14 0 10 Feb 2020
Biologically-Motivated Deep Learning Method using Hierarchical Competitive Learning T. Shinozaki SSL 8 2 0 04 Jan 2020
Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations Jan Stühmer Richard Turner Sebastian Nowozin DRL BDL CoGe 117 25 0 05 Sep 2019
Temporal coherence-based self-supervised learning for laparoscopic workflow analysis Isabel Funke Alexander C. Jenke S. T. Mees Jürgen Weitz Stefanie Speidel S. Bodenstedt 19 44 0 18 Jun 2018
Disentangling by Factorising Hyunjik Kim A. Mnih CoGe OOD 12 1,327 0 16 Feb 2018
Transitive Invariance for Self-supervised Visual Representation Learning Xihuai Wang Kaiming He Abhinav Gupta OOD SSL 21 179 0 09 Aug 2017
Self-supervised Learning of Pose Embeddings from Spatiotemporal Relations in Videos Ömer Sümer Tobias Dencker Bjorn Ommer 3DH SSL 19 27 0 07 Aug 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 76 2,557 0 25 Apr 2017
Dynamic State Warping Zhichen Gong Huanhuan Chen AI4TS 28 2 0 03 Mar 2017
PixelNet: Representation of the pixels, by the pixels, and for the pixels Aayush Bansal Xinlei Chen Bryan C. Russell Abhinav Gupta Deva Ramanan SSeg 29 120 0 21 Feb 2017
Pose from Action: Unsupervised Learning of Pose Features based on Motion Senthil Purushwalkam Abhinav Gupta SSL 29 23 0 18 Sep 2016
Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning William Lotter Gabriel Kreiman David D. Cox SSL 52 927 0 25 May 2016
Going Deeper into Action Recognition: A Survey Samitha Herath Mehrtash Harandi Fatih Porikli 36 610 0 16 May 2016
Shuffle and Learn: Unsupervised Learning using Temporal Order Verification Ishan Misra C. L. Zitnick M. Hebert SSL 28 66 0 28 Mar 2016
3DMatch: Learning Local Geometric Descriptors from RGB-D Reconstructions Andy Zeng Shuran Song Matthias Nießner Matthew Fisher Jianxiong Xiao Thomas Funkhouser 3DV 3DPC 34 977 0 27 Mar 2016
Generative Image Modeling using Style and Structure Adversarial Networks Xihuai Wang Abhinav Gupta GAN 31 617 0 17 Mar 2016
Unsupervised Learning of Visual Structure using Predictive Generative Networks William Lotter Gabriel Kreiman David D. Cox GAN SSL DRL 19 132 0 19 Nov 2015
Slow and steady feature analysis: higher order temporal coherence in video Dinesh Jayaraman Kristen Grauman 26 143 0 15 Jun 2015
Learning to Linearize Under Uncertainty Ross Goroshin Michaël Mathieu Yann LeCun GAN OOD 23 141 0 09 Jun 2015
Learning image representations tied to ego-motion Dinesh Jayaraman Kristen Grauman SSL 31 245 0 08 May 2015
Learning to See by Moving Pulkit Agrawal João Carreira Jitendra Malik SSL 34 552 0 07 May 2015
Unsupervised Learning of Visual Representations using Videos Xihuai Wang Abhinav Gupta SSL 44 232 0 04 May 2015