Colorization as a Proxy Task for Visual Understanding

11 March 2017

Gustav Larsson

Michael Maire

Gregory Shakhnarovich

SSL

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Papers citing "Colorization as a Proxy Task for Visual Understanding"

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A critical analysis of self-supervision, or what we can learn from a single image Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 11 144 0 30 Apr 2019
A Large RGB-D Dataset for Semi-supervised Monocular Depth Estimation Jaehoon Cho Dongbo Min Youngjung Kim K. Sohn MDE 3DV 17 47 0 23 Apr 2019
SelFlow: Self-Supervised Learning of Optical Flow Pengpeng Liu Michael Lyu Irwin King Jia Xu SSL 11 312 0 19 Apr 2019
An Unsupervised Autoregressive Model for Speech Representation Learning Yu-An Chung Wei-Ning Hsu Hao Tang James R. Glass SSL 8 406 0 05 Apr 2019
Unpaired Thermal to Visible Spectrum Transfer using Adversarial Training Adam Nyberg Abdelrahman Eldesokey D. Bergström David Gustafsson ViT GAN 17 24 0 03 Apr 2019
Multigrid Predictive Filter Flow for Unsupervised Learning on Videos Shu Kong Charless C. Fowlkes 15 16 0 02 Apr 2019
Self-Supervised Learning via Conditional Motion Propagation Xiaohang Zhan Xingang Pan Ziwei Liu Dahua Lin Chen Change Loy SSL 31 47 0 27 Mar 2019
Exploiting Unlabeled Data in CNNs by Self-supervised Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 20 174 0 17 Feb 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 11 1,686 0 16 Feb 2019
Fully Convolutional Networks for Monocular Retinal Depth Estimation and Optic Disc-Cup Segmentation Sharath M. Shankaranarayana Keerthi Ram Kaushik Mitra M. Sivaprakasam MedIm 12 58 0 04 Feb 2019
Surrogate Supervision for Medical Image Analysis: Effective Deep Learning From Limited Quantities of Labeled Data Nima Tajbakhsh Yufei Hu Junli Cao Xingjian Yan Yi Xiao Yong Lu Jianming Liang Demetri Terzopoulos Xiaowei Ding 17 77 0 25 Jan 2019
Flow Based Self-supervised Pixel Embedding for Image Segmentation B. Ma Shubao Liu Yin-Cong Zhi Qi Song SSL MDE 14 1 0 02 Jan 2019
Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning Chen Wei Lingxi Xie Xutong Ren Yingda Xia Chi Su Jiaying Liu Qi Tian Alan Yuille SSL 11 131 0 02 Dec 2018
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 14 154 0 28 Nov 2018
Cross and Learn: Cross-Modal Self-Supervision Nawid Sayed Biagio Brattoli Bjorn Ommer SSL 25 78 0 09 Nov 2018
Temporal Interpolation as an Unsupervised Pretraining Task for Optical Flow Estimation Jonas Wulff Michael J. Black SSL 11 12 0 21 Sep 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,369 0 19 Sep 2018
Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning U. Büchler Biagio Brattoli Bjorn Ommer OOD SSL 14 114 0 30 Jul 2018
Cross Pixel Optical Flow Similarity for Self-Supervised Learning Aravindh Mahendran James Thewlis Andrea Vedaldi SSL 11 61 0 15 Jul 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 22 375 0 25 Jun 2018
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 141 127 0 13 Jun 2018
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning Aapo Hyvarinen Hiroaki Sasaki Richard E. Turner OOD CML 15 315 0 22 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 20 3,406 0 05 May 2018
The Sound of Pixels Hang Zhao Chuang Gan Andrew Rouditchenko Carl Vondrick Josh H. McDermott Antonio Torralba VLM 22 527 0 09 Apr 2018
Regularizing Deep Networks by Modeling and Predicting Label Structure Mohammadreza Mostajabi Michael Maire Gregory Shakhnarovich NoLa 21 32 0 05 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 14 3,257 0 21 Mar 2018
Learning Unsupervised Visual Grounding Through Semantic Self-Supervision Syed Ashar Javed Shreyas Saxena Vineet Gandhi SSL 17 24 0 17 Mar 2018
Leveraging Unlabeled Data for Crowd Counting by Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 11 286 0 08 Mar 2018
Learning Image Representations by Completing Damaged Jigsaw Puzzles Dahun Kim Donghyeon Cho Donggeun Yoo In So Kweon SSL 22 149 0 06 Feb 2018
Self-Supervised Relative Depth Learning for Urban Scene Understanding Huaizu Jiang Erik Learned-Miller Gustav Larsson Michael Maire Gregory Shakhnarovich OOD SSL 21 9 0 13 Dec 2017
Mix-and-Match Tuning for Self-Supervised Semantic Segmentation Xiaohang Zhan Ziwei Liu Ping Luo Xiaoou Tang Chen Change Loy SSL 22 37 0 02 Dec 2017
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning T. Ross David Zimmerer A. Vemuri Fabian Isensee Manuel Wiesenfarth ... H. Kenngott Stefanie Speidel Annette Kopp-Schneider Klaus Maier-Hein Lena Maier-Hein MedIm SSL 20 130 0 27 Nov 2017
Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery Zhongzheng Ren Yong Jae Lee SSL OOD 21 212 0 24 Nov 2017
Improvements to context based self-supervised learning T. N. Mundhenk Daniel E. Ho Barry Y. Chen SSL 13 118 0 17 Nov 2017
Learning to Look Around: Intelligently Exploring Unseen Environments for Unknown Tasks Dinesh Jayaraman Kristen Grauman SSL 22 102 0 01 Sep 2017
ShapeCodes: Self-Supervised Feature Learning by Lifting Views to Viewgrids Dinesh Jayaraman Ruohan Gao Kristen Grauman SSL 16 5 0 01 Sep 2017
Representation Learning by Learning to Count M. Noroozi Hamed Pirsiavash Paolo Favaro SSL 11 368 0 22 Aug 2017
Discovery of Visual Semantics by Unsupervised and Self-Supervised Representation Learning Gustav Larsson SSL VLM 13 5 0 19 Aug 2017
Transitive Invariance for Self-supervised Visual Representation Learning X. Wang Kaiming He Abhinav Gupta OOD SSL 19 179 0 09 Aug 2017
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 17 665 0 29 Nov 2016