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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Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 31 1,586 0 15 Jun 2020
Longitudinal Self-Supervised Learning Qingyu Zhao Zixuan Liu Ehsan Adeli K. Pohl 14 29 0 12 Jun 2020
Self-Supervised Learning Aided Class-Incremental Lifelong Learning Song Zhang Gehui Shen Jinsong Huang Zhihong Deng CLL 25 14 0 10 Jun 2020
Embedding Task Knowledge into 3D Neural Networks via Self-supervised Learning Jiuwen Zhu Yuexiang Li Yifan Hu S. Kevin Zhou SSL 6 4 0 10 Jun 2020
Are We Hungry for 3D LiDAR Data for Semantic Segmentation? A Survey and Experimental Study Biao Gao Yancheng Pan Chengkun Li Sibo Geng Huijing Zhao 3DPC 19 25 0 08 Jun 2020
Deep Graph Contrastive Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang SSL 10 791 0 07 Jun 2020
Foreground-aware Semantic Representations for Image Harmonization Konstantin Sofiiuk Polina Popenova Anton Konushin 23 72 0 01 Jun 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David A. Clifton 6 185 0 27 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis M. Proesmans Luc Van Gool VLM SSL 22 523 0 25 May 2020
One-Shot Unsupervised Cross-Domain Detection A. DÍnnocente Francesco Cappio Borlino S. Bucci Barbara Caputo Tatiana Tommasi ObjD 11 33 0 23 May 2020
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation Yizhe Zhu Martin Renqiang Min Asim Kadav H. Graf CoGe DRL 13 95 0 23 May 2020
Instance-aware Image Colorization Jheng-Wei Su Hung-Kuo Chu Jia-Bin Huang 9 200 0 21 May 2020
Reference-Based Sketch Image Colorization using Augmented-Self Reference and Dense Semantic Correspondence Junsoo Lee Eungyeup Kim Yunsung Lee Dongjun Kim Jaehyuk Chang Jaegul Choo DiffM 15 151 0 11 May 2020
VisualEchoes: Spatial Image Representation Learning through Echolocation Ruohan Gao Changan Chen Ziad Al-Halah Carl Schissler Kristen Grauman MDE SSL 164 83 0 04 May 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 11 270 0 27 Apr 2020
Joint Supervised and Self-Supervised Learning for 3D Real-World Challenges A. Alliegro Davide Boscaini Tatiana Tommasi 3DPC SSL 6 42 0 15 Apr 2020
Steering Self-Supervised Feature Learning Beyond Local Pixel Statistics Simon Jenni Hailin Jin Paolo Favaro SSL 14 45 0 05 Apr 2020
Towards Lifelong Self-Supervision For Unpaired Image-to-Image Translation Victor Schmidt Makesh Narsimhan Sreedhar M. Elaraby Irina Rish SSL CLL 8 2 0 31 Mar 2020
Exploit Clues from Views: Self-Supervised and Regularized Learning for Multiview Object Recognition Chih-Hui Ho Bo Liu Tz-Ying Wu Nuno Vasconcelos 12 8 0 28 Mar 2020
Semantic Implicit Neural Scene Representations With Semi-Supervised Training Amit Kohli Vincent Sitzmann Gordon Wetzstein 3DPC 17 14 0 28 Mar 2020
Instance Separation Emerges from Inpainting Steffen Wolf Fred Hamprecht Jan Funke OCL SSL 18 2 0 28 Feb 2020
RGB-based Semantic Segmentation Using Self-Supervised Depth Pre-Training Jean Lahoud Bernard Ghanem VLM SSL 4 3 0 06 Feb 2020
Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning Dezhao Luo Chang-rui Liu Yu Zhou Dongbao Yang Can Ma QiXiang Ye Weiping Wang SSL 9 160 0 02 Jan 2020
Image Enhanced Rotation Prediction for Self-Supervised Learning Shinýa Yamaguchi Sekitoshi Kanai Tetsuya Shioda Shoichiro Takeda 4 12 0 25 Dec 2019
Image Outpainting and Harmonization using Generative Adversarial Networks Basile Van Hoorick GAN 16 28 0 23 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 11 132 0 06 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra L. V. D. van der Maaten SSL VLM 14 1,445 0 04 Dec 2019
Revisiting Image Aesthetic Assessment via Self-Supervised Feature Learning Kekai Sheng Weiming Dong Menglei Chai Guohui Wang Peng Zhou Feiyue Huang Bao-Gang Hu Rongrong Ji Chongyang Ma SSL 15 32 0 26 Nov 2019
Oops! Predicting Unintentional Action in Video Dave Epstein Boyuan Chen Carl Vondrick 13 99 0 25 Nov 2019
Unsupervised Representation Learning by Discovering Reliable Image Relations Timo Milbich Omair Ghori Ferran Diego Bjorn Ommer OOD SSL 13 9 0 18 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 8 760 0 13 Nov 2019
Robust contrastive learning and nonlinear ICA in the presence of outliers Hiroaki Sasaki Takashi Takenouchi R. Monti Aapo Hyvarinen CML OOD 14 8 0 01 Nov 2019
Label-efficient audio classification through multitask learning and self-supervision Tyler Lee Ting Gong Suchismita Padhy Andrew Rouditchenko A. Ndirango SSL VLM 20 7 0 19 Oct 2019
Self-supervised Label Augmentation via Input Transformations Hankook Lee Sung Ju Hwang Jinwoo Shin SSL 17 60 0 14 Oct 2019
Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube Xinrui Zhuang Yuexiang Li Yifan Hu Kai Ma Yujiu Yang Yefeng Zheng SSL 21 148 0 05 Oct 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 19 91 0 29 Sep 2019
Unsupervised Domain Adaptation through Self-Supervision Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros OOD SSL 17 236 0 26 Sep 2019
Visuomotor Understanding for Representation Learning of Driving Scenes Seokju Lee Junsik Kim Tae-Hyun Oh Yongseop Jeong Donggeun Yoo Stephen Lin In So Kweon SSL 14 11 0 16 Sep 2019
Learning Rich Representations For Structured Visual Prediction Tasks Mohammadreza Mostajabi MDE 21 0 0 30 Aug 2019
Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Translation Shengju Qian K. Sun Wayne Wu Chen Qian Jiaya Jia 3DH CVBM 10 65 0 18 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 58 3,620 0 06 Aug 2019
Fully Automatic Video Colorization with Self-Regularization and Diversity Chenyang Lei Qifeng Chen VGen MQ 14 108 0 04 Aug 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 13 268 0 27 Jul 2019
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning Phi Vu Tran SSL 6 16 0 25 Jun 2019
Countering Noisy Labels By Learning From Auxiliary Clean Labels Tsung Wei Tsai Chongxuan Li Jun Zhu SSL 6 1 0 23 May 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 19 1,415 0 22 May 2019
ROI Regularization for Semi-supervised and Supervised Learning H. Kaizuka Yasuhiro Nagasaki R. Sako 11 1 0 15 May 2019
$The Missing Data Encoder: Cross-Channel Image Completion\\with Hide-And-Seek Adversarial Network$ The Missing Data Encoder: Cross-Channel Image Completion\\with Hide-And-Seek Adversarial Network Arnaud Dapogny Matthieu Cord P. Pérez 19 9 0 06 May 2019
Unsupervised Pre-Training of Image Features on Non-Curated Data Mathilde Caron Piotr Bojanowski Julien Mairal Armand Joulin SSL 22 9 0 03 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 24 396 0 03 May 2019