Title
TestRank: Bringing Order into Unlabeled Test Instances for Deep Learning Tasks Yu Li Min Li Qiuxia Lai Yannan Liu Qiang Xu 4 21 0 21 May 2021
Do We Really Need to Learn Representations from In-domain Data for Outlier Detection? Zhisheng Xiao Qing Yan Y. Amit OOD UQCV 17 18 0 19 May 2021
Self-Supervised Learning for Fine-Grained Visual Categorization Muhammad Maaz H. Rasheed D. Gaddam 25 2 0 18 May 2021
Self-supervised Remote Sensing Images Change Detection at Pixel-level Yuxing Chen Lorenzo Bruzzone SSL 22 18 0 18 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 53 96 0 17 May 2021
Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation Chae-Eun Lee Minyoung Chung Y. Shin DRL 41 9 0 17 May 2021
Rethinking "Batch" in BatchNorm Yuxin Wu Justin Johnson BDL 35 66 0 17 May 2021
Semi-supervised Contrastive Learning with Similarity Co-calibration Yuhang Zhang Xiaopeng Zhang Robert C. Qiu Jie Li Haohang Xu Qi Tian SSL 12 60 0 16 May 2021
Self-supervised Learning on Graphs: Contrastive, Generative,or Predictive Lirong Wu Haitao Lin Zhangyang Gao Cheng Tan Stan.Z.Li SSL 28 241 0 16 May 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 22 93 0 15 May 2021
Sparsity-Probe: Analysis tool for Deep Learning Models Ido Ben-Shaul S. Dekel 18 4 0 14 May 2021
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation Mahdi Pourmirzaei G. Montazer Farzaneh Esmaili CVBM 21 26 0 13 May 2021
Bootstrapping User and Item Representations for One-Class Collaborative Filtering Dongha Lee SeongKu Kang Hyunjun Ju Chanyoung Park Hwanjo Yu 22 107 0 13 May 2021
Unsupervised Hashing with Contrastive Information Bottleneck Zexuan Qiu Qinliang Su Zijing Ou Jianxing Yu Changyou Chen SSL 13 84 0 13 May 2021
Breaking Shortcut: Exploring Fully Convolutional Cycle-Consistency for Video Correspondence Learning Yansong Tang Zhenyu Jiang Zhenda Xie Yue Cao Zheng-Wei Zhang Philip H. S. Torr Han Hu 40 5 0 12 May 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge J. Belongie SSL 21 123 0 12 May 2021
Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning Ming Jin Yizhen Zheng Yuan-Fang Li Chen Gong Chuan Zhou Shirui Pan SSL 22 153 0 12 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 71 901 0 11 May 2021
Self-Supervised Learning with Swin Transformers Zhenda Xie Yutong Lin Zhuliang Yao Zheng-Wei Zhang Qi Dai Yue Cao Han Hu ViT 23 177 0 10 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya-Qin Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 12 0 08 May 2021
Self-Supervised Learning from Automatically Separated Sound Scenes Eduardo Fonseca A. Jansen D. Ellis Scott Wisdom Marco Tagliasacchi J. Hershey Manoj Plakal Shawn Hershey R. C. Moore Xavier Serra SSL 31 13 0 05 May 2021
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation Robert A. Marsden Alexander Bartler Mario Döbler Binh Yang SSL 16 26 0 05 May 2021
Representation Learning for Clustering via Building Consensus A. Deshmukh Jayanth Reddy Regatti Eren Manavoglu Ürün Dogan SSL 19 9 0 04 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 124 187 0 02 May 2021
Hyperspherically Regularized Networks for Self-Supervision A. Durrant Georgios Leontidis SSL 72 7 0 29 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 28 257 0 29 Apr 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 188 453 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,775 0 29 Apr 2021
ActNN: Reducing Training Memory Footprint via 2-Bit Activation Compressed Training Jianfei Chen Lianmin Zheng Z. Yao Dequan Wang Ion Stoica Michael W. Mahoney Joseph E. Gonzalez MQ 17 74 0 29 Apr 2021
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Armand Joulin Nicolas Ballas Michael G. Rabbat SSL 22 147 0 28 Apr 2021
A Note on Connecting Barlow Twins with Negative-Sample-Free Contrastive Learning Yao-Hung Hubert Tsai Shaojie Bai Louis-Philippe Morency Ruslan Salakhutdinov SSL 20 38 0 28 Apr 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 124 203 0 27 Apr 2021
Self-distillation with Batch Knowledge Ensembling Improves ImageNet Classification Yixiao Ge Xiao Zhang Ching Lam Choi Ka Chun Cheung Peipei Zhao Feng Zhu Xiaogang Wang Rui Zhao Hongsheng Li FedML UQCV 129 25 0 27 Apr 2021
Towards Good Practices for Efficiently Annotating Large-Scale Image Classification Datasets Yuan-Hong Liao Amlan Kar Sanja Fidler VLM 23 29 0 26 Apr 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data? Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 47 28 0 25 Apr 2021
Pri3D: Can 3D Priors Help 2D Representation Learning? Ji Hou Saining Xie Benjamin Graham Angela Dai Matthias Nießner SSL 3DPC MDE 85 79 0 22 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Yin Cui Boqing Gong ViT 248 577 0 22 Apr 2021
Brittle Features May Help Anomaly Detection Kimberly T. Mai Toby P Davies Lewis D. Griffin 17 2 0 21 Apr 2021
3KG: Contrastive Learning of 12-Lead Electrocardiograms using Physiologically-Inspired Augmentations Bryan Gopal Ryan Han Gautham Raghupathi A. Ng G. Tison Pranav Rajpurkar MedIm 13 57 0 21 Apr 2021
Distill on the Go: Online knowledge distillation in self-supervised learning Prashant Bhat Elahe Arani Bahram Zonooz SSL 22 28 0 20 Apr 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 62 264 0 20 Apr 2021
A Framework using Contrastive Learning for Classification with Noisy Labels Madalina Ciortan R. Dupuis Thomas Peel VLM NoLa 21 12 0 19 Apr 2021
Contrastive Learning for Compact Single Image Dehazing Haiyan Wu Yanyun Qu Shaohui Lin J. Zhou Ruizhi Qiao Zhizhong Zhang Yuan Xie Lizhuang Ma 124 565 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 15 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 33 40 0 19 Apr 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip H. S. Torr Liang Lin SSL 19 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 20 0 0 17 Apr 2021
Exploring Visual Engagement Signals for Representation Learning Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge J. Belongie Ser-Nam Lim 21 13 0 15 Apr 2021
Contrastive Learning with Stronger Augmentations Xiao Wang Guo-Jun Qi CLL 19 219 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 8 110 0 15 Apr 2021