Self-Supervised Visual Representation Learning from Hierarchical Grouping

5 December 2020

Papers citing "Self-Supervised Visual Representation Learning from Hierarchical Grouping"

43 / 43 papers shown

Title
LaneCorrect: Self-supervised Lane Detection Ming-Jun Nie Xinyue Cai Han Xu Li Zhang SSL 86 4 0 23 Apr 2024
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 390 10,591 0 17 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 358 18,739 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 196 12,073 0 13 Nov 2019
SegSort: Segmentation by Discriminative Sorting of Segments Jyh-Jing Hwang Stella X. Yu Jianbo Shi Maxwell D. Collins Tien-Ju Yang Xiao Zhang Liang-Chieh Chen 205 149 0 15 Oct 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 124 543 0 04 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 155 2,399 0 13 Jun 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 78 581 0 06 Apr 2019
Multigrid Predictive Filter Flow for Unsupervised Learning on Videos Shu Kong Charless C. Fowlkes 63 16 0 02 Apr 2019
Local Aggregation for Unsupervised Learning of Visual Embeddings Chengxu Zhuang Alex Zhai Daniel L. K. Yamins SSL 89 447 0 29 Mar 2019
Self-Supervised Learning via Conditional Motion Propagation Xiaohang Zhan Xingang Pan Ziwei Liu Dahua Lin Chen Change Loy SSL 61 47 0 27 Mar 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 77 490 0 18 Mar 2019
Cross Pixel Optical Flow Similarity for Self-Supervised Learning Aravindh Mahendran James Thewlis Andrea Vedaldi SSL 73 61 0 15 Jul 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 88 1,894 0 15 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 304 10,284 0 10 Jul 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 75 377 0 25 Jun 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 170 3,452 0 05 May 2018
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning Yuhua Chen Jordi Pont-Tuset Alberto Montes Luc Van Gool VOS 53 265 0 09 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 252 3,288 0 21 Mar 2018
Recurrent Pixel Embedding for Instance Grouping Shu Kong Charless C. Fowlkes 103 179 0 22 Dec 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 225 8,470 0 17 Jun 2017
The 2017 DAVIS Challenge on Video Object Segmentation Jordi Pont-Tuset Federico Perazzi Sergi Caelles Pablo Arbeláez A. Sorkine-Hornung Luc Van Gool VGen VOS 78 1,208 0 03 Apr 2017
Semantic Instance Segmentation via Deep Metric Learning Alireza Fathi Z. Wojna V. Rathod Peng Wang Hyun Oh Song S. Guadarrama Kevin Patrick Murphy SSeg 50 202 0 30 Mar 2017
Colorization as a Proxy Task for Visual Understanding Gustav Larsson Michael Maire Gregory Shakhnarovich SSL 142 497 0 11 Mar 2017
Learning Features by Watching Objects Move Deepak Pathak Ross B. Girshick Piotr Dollár Trevor Darrell Bharath Hariharan SSL VOS OCL 69 525 0 19 Dec 2016
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks Eddy Ilg N. Mayer Tonmoy Saikia Margret Keuper Alexey Dosovitskiy Thomas Brox 3DPC 255 3,079 0 06 Dec 2016
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 61 668 0 29 Nov 2016
Asynchrony begets Momentum, with an Application to Deep Learning Jeff Donahue Philipp Krahenbuhl Stefan Hadjis Christopher Ré 92 141 0 31 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 67 5,293 0 25 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 168 2,979 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 127 36 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 84 1,013 0 22 Mar 2016
Object Contour Detection with a Fully Convolutional Encoder-Decoder Network Jimei Yang Brian L. Price Scott D. Cohen Honglak Lee Ming-Hsuan Yang ObjD 53 366 0 15 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
Pushing the Boundaries of Boundary Detection using Deep Learning Iasonas Kokkinos 51 232 0 23 Nov 2015
Unsupervised Learning of Edges Yin Li Manohar Paluri James M. Rehg Piotr Dollár SSL 53 91 0 13 Nov 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,781 0 19 May 2015
Holistically-Nested Edge Detection Saining Xie Zhuowen Tu 129 3,493 0 24 Apr 2015
High-for-Low and Low-for-High: Efficient Boundary Detection from Deep Object Features and its Applications to High-Level Vision Gedas Bertasius Jianbo Shi Lorenzo Torresani 55 168 0 23 Apr 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014
Hypercolumns for Object Segmentation and Fine-grained Localization Bharath Hariharan Pablo Arbeláez Ross B. Girshick Jitendra Malik SSeg 128 1,595 0 21 Nov 2014
Fast Edge Detection Using Structured Forests Piotr Dollár C. L. Zitnick 78 932 0 20 Jun 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,638 0 01 May 2014