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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Learning by Aligning Videos in Time S. Haresh Sateesh Kumar Huseyin Coskun S. N. Syed Andrey Konin M. Zia Quoc-Huy Tran AI4TS 16 64 0 31 Mar 2021
Robust Audio-Visual Instance Discrimination Pedro Morgado Ishan Misra Nuno Vasconcelos SSL 14 110 0 29 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 15 162 0 19 Mar 2021
Self-Supervised Learning of Audio Representations from Permutations with Differentiable Ranking Andrew N. Carr Quentin Berthet Mathieu Blondel O. Teboul Neil Zeghidour SSL 8 24 0 17 Mar 2021
Repurposing GANs for One-shot Semantic Part Segmentation Nontawat Tritrong Pitchaporn Rewatbowornwong Supasorn Suwajanakorn 26 108 0 07 Mar 2021
Enabling the Network to Surf the Internet Zhuoling Li Haohan Wang Tymoteusz Świstek Weixin Chen Yuanzheng Li Haoqian Wang CLL 19 4 0 24 Feb 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 19 13 0 15 Feb 2021
Self-Supervised Pretraining for RGB-D Salient Object Detection Xiaoqi Zhao Youwei Pang Lihe Zhang Huchuan Lu Xiang Ruan 19 60 0 29 Jan 2021
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval Y. Liu Keze Wang Haoyuan Lan Liang Lin 16 16 0 04 Jan 2021
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth Estimation Lukas Hoyer Dengxin Dai Yuhua Chen Adrian Köring Suman Saha Luc Van Gool 3DPC SSL MDE 25 103 0 19 Dec 2020
Self-supervised Learning with Fully Convolutional Networks Zhengeng Yang Hongshan Yu Yong-xing He Zhihong Mao Ajmal Saeed Mian SSL SSeg 18 1 0 18 Dec 2020
Aggregative Self-Supervised Feature Learning from a Limited Sample Jiuwen Zhu Yuexiang Li S. Kevin Zhou SSL 17 0 0 14 Dec 2020
Information-Theoretic Segmentation by Inpainting Error Maximization Pedro H. P. Savarese Sunnie S. Y. Kim Michael Maire G. Shakhnarovich David A. McAllester 24 29 0 14 Dec 2020
Self-Supervised Visual Representation Learning from Hierarchical Grouping Xiao Zhang Michael Maire SSL 14 74 0 05 Dec 2020
Rethinking supervised learning: insights from biological learning and from calling it by its name Alex Hernandez-Garcia SSL 19 0 0 04 Dec 2020
A Unified Mixture-View Framework for Unsupervised Representation Learning Xiangxiang Chu Xiaohang Zhan Bo-Wen Zhang SSL 12 1 0 26 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Zehui Liao Yong-quan Xia Chunhua Shen 13 46 0 25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 11 165 0 23 Nov 2020
SCGAN: Saliency Map-guided Colorization with Generative Adversarial Network Yuzhi Zhao L. Po K. Cheung W. Yu Yasar Abbas Ur Rehman GAN 10 56 0 23 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 6 13 0 19 Nov 2020
Self-Supervised Learning for Biological Sample Localization in 3D Tomographic Images Yaroslav Zharov A. Ershov T. Baumbach Vincent Heuveline 3DPC 6 0 0 06 Nov 2020
PAL : Pretext-based Active Learning Shubhang Bhatnagar Sachin Goyal Darshan Tank A. Sethi 6 9 0 29 Oct 2020
Graph Contrastive Learning with Adaptive Augmentation Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang 11 1,072 0 27 Oct 2020
Back to the Future: Cycle Encoding Prediction for Self-supervised Contrastive Video Representation Learning Xinyu Yang Majid Mirmehdi T. Burghardt 25 4 0 14 Oct 2020
Shot in the Dark: Few-Shot Learning with No Base-Class Labels Z. Chen Subhransu Maji Erik Learned-Miller SSL VLM 8 19 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 20 62 0 05 Oct 2020
Joint Contrastive Learning with Infinite Possibilities Qi Cai Yu Wang Yingwei Pan Ting Yao Tao Mei VLM 9 60 0 30 Sep 2020
Completely Self-Supervised Crowd Counting via Distribution Matching Deepak Babu Sam Abhinav Agarwalla Jimmy Joseph Vishwanath A. Sindagi R. Venkatesh Babu Vishal M. Patel SSL 12 26 0 14 Sep 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning Bonifaz Stuhr Jürgen Brauer 13 1 0 04 Sep 2020
CAGNN: Cluster-Aware Graph Neural Networks for Unsupervised Graph Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Shu Wu Liang Wang SSL GNN 19 28 0 03 Sep 2020
Image Colorization: A Survey and Dataset Saeed Anwar Muhammad Tahir Chongyi Li Ajmal Saeed Mian F. Khan A. W. Muzaffar VLM 11 84 0 25 Aug 2020
Action-Based Representation Learning for Autonomous Driving Yi Xiao Felipe Codevilla C. Pal Antonio M. López 9 10 0 21 Aug 2020
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations Navid Alemi Koohbanani Balagopal Unnikrishnan S. Khurram Pavitra Krishnaswamy Nasir M. Rajpoot SSL 16 164 0 12 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination Xudong Wang Ziwei Liu Stella X. Yu SSL 4 76 0 09 Aug 2020
Assisting Scene Graph Generation with Self-Supervision Sandeep Inuganti V. Balasubramanian SSL 11 7 0 08 Aug 2020
Exploring Relations in Untrimmed Videos for Self-Supervised Learning Dezhao Luo Bo Fang Yu Zhou Yucan Zhou Dayan Wu Weiping Wang 12 21 0 06 Aug 2020
Learning Visual Representations with Caption Annotations Mert Bulent Sariyildiz J. Perez Diane Larlus VLM SSL 16 159 0 04 Aug 2020
Contrastive Learning for Unpaired Image-to-Image Translation Taesung Park Alexei A. Efros Richard Y. Zhang Jun-Yan Zhu SSL 16 1,190 0 30 Jul 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 93 98 0 25 Jul 2020
On the Effectiveness of Image Rotation for Open Set Domain Adaptation S. Bucci Mohammad Reza Loghmani Tatiana Tommasi 48 142 0 24 Jul 2020
Video Representation Learning by Recognizing Temporal Transformations Simon Jenni Givi Meishvili Paolo Favaro 127 133 0 21 Jul 2020
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion Chang Shu Kun Yu Zhixiang Duan Kuiyuan Yang SSL MDE 17 229 0 21 Jul 2020
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation Yuexiang Li Jiawei Chen Xinpeng Xie Kai Ma Yefeng Zheng UQCV 12 93 0 20 Jul 2020
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation Xing Tao Yuexiang Li Wenhui Zhou Kai Ma Yefeng Zheng 6 66 0 17 Jul 2020
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration F. Haghighi M. Taher Zongwei Zhou Michael B. Gotway Jianming Liang MedIm 16 65 0 14 Jul 2020
A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks H. H. Mao BDL SSL 6 50 0 01 Jul 2020
Unsupervised Deep Representation Learning and Few-Shot Classification of PolSAR Images Lamei Zhang Siyu Zhang B. Zou Hongwei Dong SSL 6 0 0 27 Jun 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 10 63 0 22 Jun 2020
Video Playback Rate Perception for Self-supervisedSpatio-Temporal Representation Learning Yuan Yao Chang-rui Liu Dezhao Luo Yu Zhou QiXiang Ye 18 169 0 20 Jun 2020
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 29 184 0 18 Jun 2020