Title
Contrastive Learning for Compact Single Image Dehazing Haiyan Wu Yanyun Qu Shaohui Lin Jingren Zhou Ruizhi Qiao Zhizhong Zhang Yuan Xie Lizhuang Ma 133 566 0 19 Apr 2021
SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes Jiacheng Chen Bin-Bin Gao Zongqing Lu Jing-Hao Xue Chengjie Wang Q. Liao VLM 23 10 0 19 Apr 2021
DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning Yuting Gao Jia-Xin Zhuang Xiaowei Guo Hao Cheng Xing Sun Ke Li Feiyue Huang 54 40 0 19 Apr 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip Torr Liang Lin SSL 21 58 0 18 Apr 2021
Color Variants Identification in Fashion e-commerce via Contrastive Self-Supervised Representation Learning U. Dutta Sandeep Repakula Maulik Parmar Abhinav Ravi SSL 25 0 0 17 Apr 2021
Exploring Visual Engagement Signals for Representation Learning Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge Belongie Ser-Nam Lim 21 13 0 15 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 22 220 0 15 Apr 2021
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation Jianlong Yuan Yifan Liu Chunhua Shen Zhibin Wang Hao Li 13 110 0 15 Apr 2021
Learning Metrics from Mean Teacher: A Supervised Learning Method for Improving the Generalization of Speaker Verification System Ju-ho Kim Hye-jin Shim Jee-weon Jung Ha-Jin Yu 20 1 0 14 Apr 2021
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort Yuxuan Zhang Huan Ling Jun Gao K. Yin Jean-Francois Lafleche Adela Barriuso Antonio Torralba Sanja Fidler 3DH GAN VLM 17 331 0 13 Apr 2021
Self-supervised object detection from audio-visual correspondence Triantafyllos Afouras Yuki M. Asano Francois Fagan Andrea Vedaldi Florian Metze SSL 29 46 0 13 Apr 2021
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection Ajian Liu Chenxu Zhao Zitong Yu Jun Wan Anyang Su ... Yanyan Liang G. Guo Zhen Lei Stan Z. Li Du Zhang CVBM 42 84 0 13 Apr 2021
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Daiqing Li Junlin Yang Karsten Kreis Antonio Torralba Sanja Fidler GAN MedIm 34 180 0 12 Apr 2021
Class-Balanced Distillation for Long-Tailed Visual Recognition Ahmet Iscen A. Araújo Boqing Gong Cordelia Schmid 34 36 0 12 Apr 2021
Disentangled Contrastive Learning for Learning Robust Textual Representations Xiang Chen Xin Xie Zhen Bi Hongbin Ye Shumin Deng Ningyu Zhang Huajun Chen 33 5 0 11 Apr 2021
Learning from 2D: Contrastive Pixel-to-Point Knowledge Transfer for 3D Pretraining Yueh-Cheng Liu Yu-Kai Huang HungYueh Chiang Hung-Ting Su Zhe-Yu Liu Chin-Tang Chen Ching-Yu Tseng Winston H. Hsu 3DPC 25 35 0 10 Apr 2021
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling Jonas Dippel Steffen Vogler Johannes Höhne 48 21 0 09 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 39 139 0 08 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 32 7 0 07 Apr 2021
Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data Tingyi Wanyan Jing Zhang Ying Ding A. Azad Zhangyang Wang B. Glicksberg 22 10 0 07 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 33 11 0 07 Apr 2021
Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning Yang Chen Pinhao Song Hong Liu Linhui Dai Xiaochuan Zhang Runwei Ding Shengquan Li 37 41 0 06 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 75 1,819 0 05 Apr 2021
Learning to Track Instances without Video Annotations Yang Fu Sifei Liu Umar Iqbal Shalini De Mello Humphrey Shi Jan Kautz VOS 34 23 0 01 Apr 2021
Graph-Based Intercategory and Intermodality Network for Multilabel Classification and Melanoma Diagnosis of Skin Lesions in Dermoscopy and Clinical Images Xiaohang Fu Lei Bi Ashnil Kumar M. Fulham Jinman Kim 21 19 0 01 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 40 92 0 31 Mar 2021
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition Guangrun Wang Liang Lin Rongcong Chen Guangcong Wang Jiqi Zhang OOD 14 9 0 31 Mar 2021
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation Xiangyu Yue Zangwei Zheng Shanghang Zhang Yang Gao Trevor Darrell Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 36 152 0 31 Mar 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 27 258 0 30 Mar 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 33 127 0 30 Mar 2021
Pre-training strategies and datasets for facial representation learning Adrian Bulat Shiyang Cheng Jing Yang A. Garbett Enrique Sanchez Georgios Tzimiropoulos CVBM SSL 29 36 0 30 Mar 2021
Benchmarking Representation Learning for Natural World Image Collections Grant Van Horn Elijah Cole Sara Beery Kimberly Wilber Serge J. Belongie Oisin Mac Aodha SSL VLM 26 165 0 30 Mar 2021
Model-Contrastive Federated Learning Qinbin Li Bingsheng He D. Song FedML 27 1,008 0 30 Mar 2021
MT3: Meta Test-Time Training for Self-Supervised Test-Time Adaption Alexander Bartler Andreas Bühler Felix Wiewel Mario Döbler Binh Yang TTA OOD 21 77 0 30 Mar 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 26 192 0 30 Mar 2021
Tasting the cake: evaluating self-supervised generalization on out-of-distribution multimodal MRI data A. Fedorov Eloy P. T. Geenjaar Lei Wu T. DeRamus Vince D. Calhoun Sergey Plis OOD SSL 17 7 0 29 Mar 2021
Classification of Seeds using Domain Randomization on Self-Supervised Learning Frameworks Venkat Margapuri Michael L. Neilsen 8 7 0 29 Mar 2021
Complementary Relation Contrastive Distillation Jinguo Zhu Shixiang Tang Dapeng Chen Shijie Yu Yakun Liu A. Yang M. Rong Xiaohua Wang 27 77 0 29 Mar 2021
HiT: Hierarchical Transformer with Momentum Contrast for Video-Text Retrieval Song Liu Haoqi Fan Shengsheng Qian Yiru Chen Wenkui Ding Zhongyuan Wang 30 145 0 28 Mar 2021
Explaining Representation by Mutual Information Li Gu SSL FAtt 37 0 0 28 Mar 2021
Self-supervised Graph Neural Networks without explicit negative sampling Zekarias T. Kefato Sarunas Girdzijauskas SSL 42 40 0 27 Mar 2021
Sparse Object-level Supervision for Instance Segmentation with Pixel Embeddings A. Wolny Qin Yu Constantin Pape Anna Kreshuk ISeg 29 21 0 26 Mar 2021
Adversarial Attacks are Reversible with Natural Supervision Chengzhi Mao Mia Chiquer Hao Wang Junfeng Yang Carl Vondrick BDL AAML 21 55 0 26 Mar 2021
Self-Supervised Training Enhances Online Continual Learning Jhair Gallardo Tyler L. Hayes Christopher Kanan CLL 27 68 0 25 Mar 2021
Contrasting Contrastive Self-Supervised Representation Learning Pipelines Klemen Kotar Gabriel Ilharco Ludwig Schmidt Kiana Ehsani Roozbeh Mottaghi SSL 43 46 0 25 Mar 2021
Rethinking Deep Contrastive Learning with Embedding Memory Haozhi Zhang Xun Wang Weilin Huang Matthew R. Scott 21 3 0 25 Mar 2021
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting A. Bhunia Pinaki Nath Chowdhury Yongxin Yang Timothy M. Hospedales Tao Xiang Yi-Zhe Song SSL 20 59 0 25 Mar 2021
Contrast to Divide: Self-Supervised Pre-Training for Learning with Noisy Labels Evgenii Zheltonozhskii Chaim Baskin A. Mendelson A. Bronstein Or Litany SSL 33 92 0 25 Mar 2021
Rethinking Self-Supervised Learning: Small is Beautiful Yun Cao Jianxin Wu SSL 24 21 0 25 Mar 2021
A Broad Study on the Transferability of Visual Representations with Contrastive Learning Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 29 112 0 24 Mar 2021