Colorization as a Proxy Task for Visual Understanding

11 March 2017

Gustav Larsson

Michael Maire

Gregory Shakhnarovich

SSL

ArXiv PDF HTML

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

50 / 290 papers shown

Title
Guiding Pseudo-labels with Uncertainty Estimation for Source-free Unsupervised Domain Adaptation Mattia Litrico Alessio Del Bue Pietro Morerio UQCV 32 59 0 07 Mar 2023
Multi-Task Self-Supervised Time-Series Representation Learning Heejeong Choi Pilsung Kang AI4TS SSL 52 11 0 02 Mar 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 21 27 0 10 Feb 2023
Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture Mahmoud Assran Quentin Duval Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Yann LeCun Nicolas Ballas SSL AI4TS MDE 27 318 0 19 Jan 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 29 122 0 13 Jan 2023
A New Perspective to Boost Vision Transformer for Medical Image Classification Yuexiang Li Yawen Huang Nanjun He Kai Ma Yefeng Zheng ViT MedIm 21 3 0 03 Jan 2023
Accelerating Self-Supervised Learning via Efficient Training Strategies Mustafa Taha Koccyiugit Timothy M. Hospedales Hakan Bilen SSL 8 8 0 11 Dec 2022
Weakly Supervised Semantic Segmentation for Large-Scale Point Cloud Yachao Zhang Zhonghao Li Yuan Xie Yanyun Qu Cuihua Li Tao Mei 3DPC 19 94 0 09 Dec 2022
Distilling Knowledge from Self-Supervised Teacher by Embedding Graph Alignment Yuchen Ma Yanbei Chen Zeynep Akata 20 8 0 23 Nov 2022
Structure-Encoding Auxiliary Tasks for Improved Visual Representation in Vision-and-Language Navigation Chia-Wen Kuo Chih-Yao Ma Judy Hoffman Z. Kira 27 10 0 20 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 21 56 0 15 Nov 2022
SL3D: Self-supervised-Self-labeled 3D Recognition Fernando Julio Cendra Lan Ma Jiajun Shen Xiaojuan Qi 3DPC 32 3 0 30 Oct 2022
Subsidiary Prototype Alignment for Universal Domain Adaptation Jogendra Nath Kundu Suvaansh Bhambri Akshay Ravindra Kulkarni Hiran Sarkar Varun Jampani R. Venkatesh Babu 37 21 0 28 Oct 2022
PalGAN: Image Colorization with Palette Generative Adversarial Networks Yi Wang Menghan Xia Lu Qi Jing Shao Yulin Qiao GAN 22 18 0 20 Oct 2022
Improving Molecular Pretraining with Complementary Featurizations Yanqiao Zhu Dingshuo Chen Yuanqi Du Yingze Wang Qiang Liu Shu Wu AI4CE 31 6 0 29 Sep 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing images Qing Li Guoping Qiu 35 2 0 26 Sep 2022
Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Chuyan Zhang Yun Gu 27 0 0 25 Sep 2022
Leveraging Self-Supervised Training for Unintentional Action Recognition Enea Duka Anna Kukleva Bernt Schiele 22 1 0 23 Sep 2022
Spotting Virus from Satellites: Modeling the Circulation of West Nile Virus Through Graph Neural Networks Lorenzo Bonicelli Angelo Porrello Stefano Vincenzi C. Ippoliti F. Iapaolo A. Conte Simone Calderara 30 3 0 07 Sep 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 36 113 0 24 Aug 2022
A Survey on Masked Autoencoder for Self-supervised Learning in Vision and Beyond Chaoning Zhang Chenshuang Zhang Junha Song John Seon Keun Yi Kang Zhang In So Kweon SSL 52 71 0 30 Jul 2022
On the robustness of self-supervised representations for multi-view object classification David Torpey Richard Klein SSL 11 1 0 27 Jul 2022
Concurrent Subsidiary Supervision for Unsupervised Source-Free Domain Adaptation Jogendra Nath Kundu Suvaansh Bhambri Akshay Ravindra Kulkarni Hiran Sarkar Varun Jampani R. Venkatesh Babu 34 26 0 27 Jul 2022
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation Xinrong Hu Corey Wang Yiyu Shi MedIm 28 1 0 27 Jul 2022
Boosting Point-BERT by Multi-choice Tokens Kexue Fu Ming-Dong Yuan Manning Wang 3DPC 21 6 0 27 Jul 2022
Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based Action Recognition Yansong Tang Xingyu Liu Xumin Yu Danyang Zhang Jiwen Lu Jie Zhou 19 20 0 17 Jul 2022
Unsupervised Visual Representation Learning by Synchronous Momentum Grouping Bo Pang Yifan Zhang Yaoyi Li Jia Cai Cewu Lu SSL 23 27 0 13 Jul 2022
CONVIQT: Contrastive Video Quality Estimator Pavan C. Madhusudana N. Birkbeck Yilin Wang Balu Adsumilli A. Bovik 38 21 0 29 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 19 218 0 27 Jun 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 34 131 0 18 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 34 55 0 13 Jun 2022
SERE: Exploring Feature Self-relation for Self-supervised Transformer Zhong-Yu Li Shanghua Gao Ming-Ming Cheng ViT MDE 26 14 0 10 Jun 2022
Green Hierarchical Vision Transformer for Masked Image Modeling Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki 24 68 0 26 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 63 58 0 19 May 2022
Domain Enhanced Arbitrary Image Style Transfer via Contrastive Learning Yu-xin Zhang Fan Tang Weiming Dong Haibin Huang Chongyang Ma Tong-Yee Lee Changsheng Xu 107 154 0 19 May 2022
Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains Haiyang Yang Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Wanli Ouyang 19 16 0 10 May 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 19 72 0 21 Apr 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 14 254 0 21 Apr 2022
Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images Tejas Panambur Deep Chakraborty Melissa J Meyer R. Milliken Erik Learned-Miller M. Parente 6 13 0 21 Apr 2022
Self-supervised Learning for Sonar Image Classification Alan Preciado-Grijalva Bilal Wehbe M. B. Firvida Matias Valdenegro-Toro SSL 33 16 0 20 Apr 2022
SETTI: A Self-supervised Adversarial Malware Detection Architecture in an IoT Environment Marjan Golmaryami R. Taheri Zahra Pooranian Mohammad Shojafar Pei Xiao 17 12 0 16 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 16 311 0 14 Apr 2022
Self-Supervised Leaf Segmentation under Complex Lighting Conditions Xufeng Lin Chan Li S. Adams A. Kouzani Richard Jiang ... Michael Vernon Egan H. Doeven Lawrence D. Webb Todd Mcclellan Adam Guskic VLM 9 20 0 29 Mar 2022
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training Xiaotong Li Yixiao Ge Kun Yi Zixuan Hu Ying Shan Ling-yu Duan 31 38 0 29 Mar 2022
Self-Supervised Image Representation Learning with Geometric Set Consistency Nenglun Chen Lei Chu Hao Pan Yan Lu Wenping Wang SSL 28 8 0 29 Mar 2022
Self-Supervised Light Field Depth Estimation Using Epipolar Plane Images Kunyuan Li Jun Zhang Jun Gao Meibin Qi MDE 28 5 0 29 Mar 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 13 65 0 23 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 35 87 0 16 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 29 106 0 02 Mar 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 31 6 0 04 Jan 2022