Self-supervised Learning is More Robust to Dataset Imbalance

11 October 2021

Adrien Gaidon

Papers citing "Self-supervised Learning is More Robust to Dataset Imbalance"

50 / 104 papers shown

Title
SSL-CPCD: Self-supervised learning with composite pretext-class discrimination for improved generalisability in endoscopic image analysis Ziang Xu J. Rittscher Sharib Ali 10 3 0 31 May 2023
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression Yihao Xue S. Joshi Eric Gan Pin-Yu Chen Baharan Mirzasoleiman SSL 23 22 0 25 May 2023
Discover and Cure: Concept-aware Mitigation of Spurious Correlation Shirley Wu Mert Yuksekgonul Linjun Zhang James Y. Zou 62 54 0 01 May 2023
NPRL: Nightly Profile Representation Learning for Early Sepsis Onset Prediction in ICU Trauma Patients Tucker Stewart Katherine Stern G. O’Keefe Ankur Teredesai Juhua Hu 14 0 0 25 Apr 2023
Decoupled Training for Long-Tailed Classification With Stochastic Representations G. Nam Sunguk Jang Juho Lee OOD BDL OODD 14 13 0 19 Apr 2023
Transfer Knowledge from Head to Tail: Uncertainty Calibration under Long-tailed Distribution Jiahao Chen Bingyue Su 14 9 0 13 Apr 2023
BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning Changdae Oh Hyeji Hwang Hee-young Lee Yongtaek Lim Geunyoung Jung Jiyoung Jung Hosik Choi Kyungwoo Song VLM VPVLM 78 54 0 26 Mar 2023
Temperature Schedules for Self-Supervised Contrastive Methods on Long-Tail Data Anna Kukleva Moritz Bohle Bernt Schiele Hilde Kuehne Christian Rupprecht 29 38 0 23 Mar 2023
A Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan AAML 19 17 0 23 Mar 2023
Exploring Self-Supervised Representation Learning For Low-Resource Medical Image Analysis Soumitri Chattopadhyay Soham Ganguly Sreejit Chaudhury Sayan Nag S. Chattopadhyay 19 1 0 03 Mar 2023
ArCL: Enhancing Contrastive Learning with Augmentation-Robust Representations Xuyang Zhao Tianqi Du Yisen Wang Jun Yao Weiran Huang 23 13 0 02 Mar 2023
The Trade-off between Universality and Label Efficiency of Representations from Contrastive Learning Zhenmei Shi Jiefeng Chen Kunyang Li Jayaram Raghuram Xi Wu Yingyu Liang S. Jha SSL 22 17 0 28 Feb 2023
CUDA: Curriculum of Data Augmentation for Long-Tailed Recognition Sumyeong Ahn Jongwoo Ko Se-Young Yun 16 29 0 10 Feb 2023
Delving Deep into Simplicity Bias for Long-Tailed Image Recognition Xiu-Shen Wei Xuhao Sun Yang Shen Anqi Xu Peng Wang Faen Zhang 16 0 0 07 Feb 2023
Learning Imbalanced Data with Vision Transformers Zhengzhuo Xu R. Liu Shuo Yang Zenghao Chai Chun Yuan 17 29 0 05 Dec 2022
When Noisy Labels Meet Long Tail Dilemmas: A Representation Calibration Method Manyi Zhang Xuyang Zhao Jun Yao Chun Yuan Weiran Huang 12 19 0 20 Nov 2022
SAMSON: Sharpness-Aware Minimization Scaled by Outlier Normalization for Improving DNN Generalization and Robustness Gonçalo Mordido Sébastien Henwood Sarath Chandar Franccois Leduc-Primeau AAML 14 0 0 18 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 19 56 0 15 Nov 2022
Self-Supervised Learning with Limited Labeled Data for Prostate Cancer Detection in High Frequency Ultrasound P. Wilson Mahdi Gilany A. Jamzad Fahimeh Fooladgar Minh Nguyen Nhat To Brian Wodlinger Purang Abolmaesumi P. Mousavi 22 11 0 01 Nov 2022
Does Learning from Decentralized Non-IID Unlabeled Data Benefit from Self Supervision? Lirui Wang K. Zhang Yunzhu Li Yonglong Tian Russ Tedrake 21 16 0 20 Oct 2022
A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing Sophie Henning William H. Beluch Alexander M. Fraser Annemarie Friedrich 14 20 0 10 Oct 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li 9 23 0 10 Oct 2022
MEDFAIR: Benchmarking Fairness for Medical Imaging Yongshuo Zong Yongxin Yang Timothy M. Hospedales OOD 68 56 0 04 Oct 2022
What shapes the loss landscape of self-supervised learning? Liu Ziyin Ekdeep Singh Lubana Masakuni Ueda Hidenori Tanaka 48 20 0 02 Oct 2022
Rethinking the Learning Paradigm for Facial Expression Recognition Weijie Wang N. Sebe Bruno Lepri 24 2 0 30 Sep 2022
Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Chuyan Zhang Yun Gu 17 0 0 25 Sep 2022
Self-supervised learning of hologram reconstruction using physics consistency Luzhe Huang Hanlong Chen Tairan Liu Aydogan Ozcan DiffM SSL 17 41 0 17 Sep 2022
Robust and Efficient Imbalanced Positive-Unlabeled Learning with Self-supervision Emilio Dorigatti J. Schweisthal Bernd Bischl Mina Rezaei OOD 8 2 0 06 Sep 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 14 10 0 24 Aug 2022
CCRL: Contrastive Cell Representation Learning Ramin Nakhli Amirali Darbandsari H. Farahani A. Bashashati SSL 9 3 0 12 Aug 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning Puja Trivedi Ekdeep Singh Lubana Mark Heimann Danai Koutra Jayaraman J. Thiagarajan 21 11 0 04 Aug 2022
Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan AAML 8 0 0 26 Jul 2022
Unsupervised energy disaggregation via convolutional sparse coding Christian Aarset Andreas Habring M. Holler Mario Mitter 23 0 0 20 Jul 2022
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving Prarthana Bhattacharyya Chengjie Huang Krzysztof Czarnecki SSL 34 54 0 28 Jun 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization Bang An Zora Che Mucong Ding Furong Huang 14 31 0 26 Jun 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip H. S. Torr Amartya Sanyal OOD 15 25 0 17 Jun 2022
Is Self-Supervised Learning More Robust Than Supervised Learning? Yuanyi Zhong Haoran Tang Jun-Kun Chen Jian-wei Peng Yu-xiong Wang SSL OOD 14 23 0 10 Jun 2022
Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis Marin Benvcević Marija Habijan Irena Galić A. Pižurica SSL 12 6 0 01 Jun 2022
Contrastive Learning with Boosted Memorization Zhihan Zhou Jiangchao Yao Yanfeng Wang Bo Han Ya-Qin Zhang SSL 12 29 0 25 May 2022
Hephaestus: A large scale multitask dataset towards InSAR understanding N. Bountos Ioannis Papoutsis Dimitrios Michail Andreas Karavias P. Elias I. Parcharidis 24 12 0 20 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 8 4 0 18 Apr 2022
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images Yongwei Wang Yuheng Wang Tim K. Lee C. Miao Z. J. Wang 13 74 0 22 Mar 2022
Are Vision Transformers Robust to Spurious Correlations? Soumya Suvra Ghosal Yifei Ming Yixuan Li ViT 15 28 0 17 Mar 2022
Zipfian environments for Reinforcement Learning Stephanie C. Y. Chan Andrew Kyle Lampinen Pierre Harvey Richemond Felix Hill OffRL 6 14 0 15 Mar 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning Changdae Oh Junhyuk So Hoyoon Byun Yongtaek Lim Minchul Shin Jong-June Jeon Kyungwoo Song 21 24 0 08 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 22 84 0 22 Feb 2022
Masked prediction tasks: a parameter identifiability view Bingbin Liu Daniel J. Hsu Pradeep Ravikumar Andrej Risteski SSL OOD 11 4 0 18 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 14 34 0 01 Feb 2022
Understanding Why Generalized Reweighting Does Not Improve Over ERM Runtian Zhai Chen Dan Zico Kolter Pradeep Ravikumar OOD 39 27 0 28 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu-Xiang Wang Sai Li Linjun Zhang Weixin Liang James Y. Zou Chelsea Finn OOD OODD 13 210 0 02 Jan 2022