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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Boosting Generative Zero-Shot Learning by Synthesizing Diverse Features with Attribute Augmentation Xiaojie Zhao Yuming Shen Shidong Wang Haofeng Zhang VLM 26 26 0 23 Dec 2021
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Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 21 25 0 10 Dec 2021
Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision Liangzhe Yuan Rui Qian Yin Cui Boqing Gong Florian Schroff Ming-Hsuan Yang Hartwig Adam Ting Liu AI4TS 22 15 0 09 Dec 2021
Time-Equivariant Contrastive Video Representation Learning Simon Jenni Hailin Jin SSL AI4TS 135 60 0 07 Dec 2021
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning Yang Liu Keze Wang Lingbo Liu Hao Lan Liang Lin SSL AI4TS 48 113 0 07 Dec 2021
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 18 22 0 01 Dec 2021
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning Sara Atito Muhammad Awais Ammarah Farooq Zhenhua Feng J. Kittler 15 17 0 30 Nov 2021
Learning to Align Sequential Actions in the Wild Weizhe Liu Bugra Tekin Huseyin Coskun Vibhav Vineet Pascal Fua Marc Pollefeys 22 24 0 17 Nov 2021
Conditional Alignment and Uniformity for Contrastive Learning with Continuous Proxy Labels Benoit Dufumier Pietro Gori J. Victor Antoine Grigis Edouard Duchesnay MedIm 16 6 0 10 Nov 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning Xiaoyang Guo Tianhao Zhao Yutian Lin Bo Du SSL 20 6 0 04 Nov 2021
Image Quality Assessment using Contrastive Learning Pavan C. Madhusudana N. Birkbeck Yilin Wang Balu Adsumilli A. Bovik SSL 16 163 0 25 Oct 2021
Temporally Consistent Video Colorization with Deep Feature Propagation and Self-regularization Learning Yihao Liu Hengyuan Zhao Kelvin C. K. Chan Xintao Wang Chen Change Loy Yu Qiao Chao Dong AI4TS 14 42 0 09 Oct 2021
Consistent Explanations by Contrastive Learning Vipin Pillai Soroush Abbasi Koohpayegani Ashley Ouligian Dennis Fong Hamed Pirsiavash FAtt 18 21 0 01 Oct 2021
Structure-Preserving Image Super-Resolution Cheng Ma Yongming Rao Jiwen Lu Jie Zhou SupR 21 65 0 26 Sep 2021
Self-supervised Representation Learning for Reliable Robotic Monitoring of Fruit Anomalies Taeyeong Choi Owen Would A. Gomez Grzegorz Cielniak 20 16 0 21 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 32 175 0 17 Sep 2021
Robust Inverse Framework using Knowledge-guided Self-Supervised Learning: An application to Hydrology Rahul Ghosh Arvind Renganathan Kshitij Tayal Xiang Li A. Khandelwal X. Jia C. Duffy J. Neiber Vipin Kumar 25 23 0 14 Sep 2021
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 11 167 0 02 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 15 12 0 31 Aug 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 11 13 0 24 Aug 2021
Investigating a Baseline Of Self Supervised Learning Towards Reducing Labeling Costs For Image Classification Hilal AlQuabeh Ameera Bawazeer Abdulateef Alhashmi SSL 11 3 0 17 Aug 2021
Clustering augmented Self-Supervised Learning: Anapplication to Land Cover Mapping Rahul Ghosh X. Jia Chenxi Lin Zhenong Jin Vipin Kumar SSL 30 9 0 16 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 17 16 0 05 Aug 2021
Self-supervised Learning with Local Attention-Aware Feature T. Pham R. Mina Dias Issa Chang-Dong Yoo 15 5 0 01 Aug 2021
Self-Supervised Learning for Fine-Grained Image Classification Farha Al Breiki Muhammad Ridzuan Rushali Grandhe SSL 27 6 0 29 Jul 2021
Exploring Set Similarity for Dense Self-supervised Representation Learning Zhaoqing Wang Qiang Li Guoxin Zhang Pengfei Wan Wen Zheng N. Wang Mingming Gong Tongliang Liu SSL 17 44 0 19 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
Deep auxiliary learning for visual localization using colorization task Mi Tian Qiong Nie Hao Shen Xiahua Xia SSL 15 1 0 01 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 17 163 0 29 Jun 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 19 5 0 23 Jun 2021
What Does Rotation Prediction Tell Us about Classifier Accuracy under Varying Testing Environments? Weijian Deng Stephen Gould Liang Zheng 25 62 0 10 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 16 5 0 10 Jun 2021
Learning by Distillation: A Self-Supervised Learning Framework for Optical Flow Estimation Pengpeng Liu M. Lyu Irwin King Jia Xu 14 7 0 08 Jun 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 8 60 0 07 Jun 2021
Self-Supervision & Meta-Learning for One-Shot Unsupervised Cross-Domain Detection Francesco Cappio Borlino S. Polizzotto Barbara Caputo Tatiana Tommasi ObjD 18 5 0 07 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip H. S. Torr UQCV 33 84 0 06 Jun 2021
Aligning Pretraining for Detection via Object-Level Contrastive Learning Fangyun Wei Yue Gao Zhirong Wu Han Hu Stephen Lin ObjD 14 144 0 04 Jun 2021
What Is Considered Complete for Visual Recognition? Lingxi Xie Xiaopeng Zhang Longhui Wei Jianlong Chang Qi Tian VLM 18 4 0 28 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 569 0 27 May 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 22 46 0 27 May 2021
Contrastive Learning for Unsupervised Image-to-Image Translation Hanbit Lee Jinseok Seol Sang-goo Lee VLM SSL 25 19 0 07 May 2021
CoCon: Cooperative-Contrastive Learning Nishant Rai Ehsan Adeli Kuan-Hui Lee Adrien Gaidon Juan Carlos Niebles SSL 18 18 0 30 Apr 2021
RPCL: A Framework for Improving Cross-Domain Detection with Auxiliary Tasks Kai Li Curtis Wigington Chris Tensmeyer Vlad I. Morariu Handong Zhao Varun Manjunatha Nikolaos Barmpalios Y. Fu 8 0 0 18 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 11 108 0 14 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 31 139 0 08 Apr 2021
Self-Supervised Learning for Semi-Supervised Temporal Action Proposal Xiang Wang Shiwei Zhang Zhiwu Qing Yuanjie Shao Changxin Gao Nong Sang 25 68 0 07 Apr 2021
Unsupervised Visual Attention and Invariance for Reinforcement Learning Xudong Wang Long Lian Stella X. Yu OOD 26 37 0 07 Apr 2021
Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision Zhenzhen Weng Mehmet Giray Ogut Shai Limonchik Serena Yeung 6 43 0 02 Apr 2021
Qualitative Planning in Imperfect Information Games with Active Sensing and Reactive Sensor Attacks: Cost of Unawareness A. Kulkarni Shuo Han Nandi O. Leslie Charles A. Kamhoua Jie Fu 6 3 0 01 Apr 2021