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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Exploring Siamese Networks in Self-Supervised Fast MRI Reconstruction Liyan Sun Shaocong Yu Chi Zhang Xinghao Ding SSL 34 0 0 18 Jan 2025
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Learning a Neural Association Network for Self-supervised Multi-Object Tracking Shuai Li Michael G. Burke S. Ramamoorthy Juergen Gall VOT 78 0 0 18 Nov 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 39 5 0 13 Oct 2024
An Efficient Contrastive Unimodal Pretraining Method for EHR Time Series Data Ryan N. King Shivesh Kodali Conrad Krueger Tianbao Yang Bobak J. Mortazavi AI4TS 18 0 0 11 Oct 2024
Computer-aided Colorization State-of-the-science: A Survey Yu Cao Xin Duan Xiangqiao Meng P. Y. Mok Ping Li Tong-Yee Lee 28 0 0 03 Oct 2024
UniEmoX: Cross-modal Semantic-Guided Large-Scale Pretraining for Universal Scene Emotion Perception Chuang Chen X. Sun Zhi Liu 31 0 0 27 Sep 2024
AggSS: An Aggregated Self-Supervised Approach for Class-Incremental Learning Jayateja Kalla Soma Biswas SSL 31 0 0 08 Aug 2024
Self-Supervised Learning for Text Recognition: A Critical Survey Carlos Peñarrubia J. J. Valero-Mas Jorge Calvo-Zaragoza 69 1 0 29 Jul 2024
Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision Hao Dong Eleni Chatzi Olga Fink 26 3 0 01 Jul 2024
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation Pengfei Gu Yejia Zhang Huimin Li Chaoli Wang D. Z. Chen MedIm 53 1 0 15 Jun 2024
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation Chun-Hung Wu Shih-Hong Chen Chih-Yao Hu Hsin-Yu Wu Kai-Hsin Chen Yu-You Chen Chih-Hai Su Chih-Kuo Lee Yu-Lun Liu 54 2 0 03 Jun 2024
SketchDeco: Decorating B&W Sketches with Colour Chaitat Utintu Pinaki Nath Chowdhury Aneeshan Sain Subhadeep Koley A. Bhunia Yi-Zhe Song DiffM 34 3 0 29 May 2024
Multi-Task Multi-Modal Self-Supervised Learning for Facial Expression Recognition Marah Halawa Florian Blume Pia Bideau Martin Maier Rasha Abdel Rahman Olaf Hellwich CVBM 36 1 0 16 Apr 2024
Uncertainty-guided Open-Set Source-Free Unsupervised Domain Adaptation with Target-private Class Segregation Mattia Litrico Davide Talon S. Battiato Alessio Del Bue M. Giuffrida Pietro Morerio UQCV 30 0 0 16 Apr 2024
The Bad Batches: Enhancing Self-Supervised Learning in Image Classification Through Representative Batch Curation Ozgu Goksu Nicolas Pugeault SSL 24 0 0 28 Mar 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects Anuj Karpatne X. Jia Vipin Kumar 44 10 0 24 Mar 2024
Learning Group Activity Features Through Person Attribute Prediction Chihiro Nakatani Hiroaki Kawashima Norimichi Ukita 27 0 0 05 Mar 2024
Revisiting Feature Prediction for Learning Visual Representations from Video Adrien Bardes Q. Garrido Jean Ponce Xinlei Chen Michael G. Rabbat Yann LeCun Mahmoud Assran Nicolas Ballas MDE VLM 87 73 0 15 Feb 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 22 7 0 05 Jan 2024
Bootstrap Masked Visual Modeling via Hard Patches Mining Haochen Wang Junsong Fan Yuxi Wang Kaiyou Song Tiancai Wang Xiangyu Zhang Zhaoxiang Zhang 34 5 0 21 Dec 2023
Local Masking Meets Progressive Freezing: Crafting Efficient Vision Transformers for Self-Supervised Learning Utku Mert Topcuoglu Erdem Akagündüz 35 1 0 02 Dec 2023
One-bit Supervision for Image Classification: Problem, Solution, and Beyond Hengtong Hu Lingxi Xie Xinyue Huo Richang Hong Qi Tian SSL 18 2 0 26 Nov 2023
HIDRO-VQA: High Dynamic Range Oracle for Video Quality Assessment Shreshth Saini Avinab Saha A. Bovik 11 4 0 18 Nov 2023
Pre-Training LiDAR-Based 3D Object Detectors Through Colorization Tai-Yu Pan Chenyang Ma Tianle Chen Cheng Perng Phoo Katie Z Luo Yurong You Mark E. Campbell Kilian Q. Weinberger B. Hariharan Wei-Lun Chao 3DPC 25 4 0 23 Oct 2023
Enhancing Representations through Heterogeneous Self-Supervised Learning Zhongyu Li Bo-Wen Yin Yongxiang Liu Li Liu Ming-Ming Cheng SSL 21 2 0 08 Oct 2023
Structural Adversarial Objectives for Self-Supervised Representation Learning Xiao Zhang Michael Maire 11 0 0 30 Sep 2023
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation Xin Yuan Michael Maire DiffM 27 2 0 27 Sep 2023
Unsupervised Object Localization with Representer Point Selection Yeonghwan Song Seokwoo Jang Dina Katabi Jeany Son 3DPC 27 3 0 08 Sep 2023
Variational Self-Supervised Contrastive Learning Using Beta Divergence Mehmet Can Yavuz Berrin Yanikoglu SSL 14 0 0 05 Sep 2023
Self-Supervised Pre-Training Boosts Semantic Scene Segmentation on LiDAR Data Mariona Carós Ariadna Just Santi Seguí Jordi Vitrià SSL 3DPC 16 3 0 05 Sep 2023
Improving Medical Image Classification in Noisy Labels Using Only Self-supervised Pretraining Bidur Khanal Binod Bhattarai Bishesh Khanal Cristian A. Linte NoLa 23 8 0 08 Aug 2023
Test Time Adaptation for Blind Image Quality Assessment Subhadeep Roy Shankhanil Mitra Soma Biswas R. Soundararajan VLM OOD 40 17 0 27 Jul 2023
PRIOR: Prototype Representation Joint Learning from Medical Images and Reports Pujin Cheng Li Lin Junyan Lyu Yijin Huang Wenhan Luo Xiaoying Tang MedIm 23 45 0 24 Jul 2023
AlignDet: Aligning Pre-training and Fine-tuning in Object Detection Ming Li Jie Wu Xionghui Wang Chen Chen Jie Qin Xu Xiao Rui Wang Min Zheng Xin Pan ObjD VLM 22 18 0 20 Jul 2023
Source Identification: A Self-Supervision Task for Dense Prediction Shuai Chen Subhradeep Kayal Marleen de Bruijne SSL 9 0 0 05 Jul 2023
Learning by Aligning 2D Skeleton Sequences and Multi-Modality Fusion Quoc-Huy Tran Muhammad Ahmed Murad Popattia M. Hassan Ahmed Andrey Konin M. Zeeshan AI4TS 19 3 0 31 May 2023
Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training Utku Ozbulak Hyun Jung Lee Beril Boga Esla Timothy Anzaku Ho-min Park Arnout Van Messem W. D. Neve J. Vankerschaver DiffM 26 36 0 23 May 2023
EnSiam: Self-Supervised Learning With Ensemble Representations Kai Han Minsik Lee SSL 24 0 0 22 May 2023
Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions Fei Du Peng Yang Qi Jia Fengtao Nan Xiaoting Chen Yun Yang 22 46 0 15 May 2023
ChatGPT-Like Large-Scale Foundation Models for Prognostics and Health Management: A Survey and Roadmaps Yanfang Li Huan Wang Muxia Sun LM&MA AI4TS AI4CE 19 46 0 10 May 2023
Self-Supervised Multi-Object Tracking For Autonomous Driving From Consistency Across Timescales Christopher Lang Alexander Braun Lars Schillingmann Abhinav Valada 15 5 0 25 Apr 2023
Nonlinear Independent Component Analysis for Principled Disentanglement in Unsupervised Deep Learning Aapo Hyvarinen Ilyes Khemakhem H. Morioka CML OOD 25 34 0 29 Mar 2023
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 24 15 0 23 Mar 2023
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation Vitaliy Kinakh M. Drozdova S. Voloshynovskiy 34 1 0 21 Mar 2023
Centroid-centered Modeling for Efficient Vision Transformer Pre-training Xin Yan Zuchao Li Lefei Zhang Bo Du Dacheng Tao VLM 30 0 0 08 Mar 2023