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awesome-imbalanced-learning ZhiningLiu1998

226

1.4k

cc0-1.0

44

😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库

awesome fair-ml fairness-ml skewed-data awesome-list deep-learning class-imbalance imbalanced-data machine-learning ensemble-learning imbalanced-classes imbalanced-learning imbalanced-classification

Created 2020-03-05

52 commits to master branch, last one about a year ago

imbalanced-semi-self YyzHarry

116

737

mit

14

[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning

neurips long-tail neurips-2020 unlabeled-data class-imbalance imbalanced-data imbalanced-learning long-tailed-recognition self-supervised-learning semi-supervised-learning imbalanced-classification

Created 2020-09-04

22 commits to master branch, last one 3 years ago

imbalanced-ensemble ZhiningLiu1998

52

340

mit

9

🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库

python python3 sklearn ensemble long-tail data-mining data-science scikit-learn classification ensemble-model class-imbalance imbalanced-data machine-learning ensemble-learning imbalanced-learning imbalanced-classification multi-class-classification ensemble-imbalanced-learning

Created 2021-03-10

189 commits to main branch, last one 6 months ago

meta-weight-net xjtushujun

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284

mit

7

NeurIPS'19: Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting (Pytorch implementation for noisy labels).

noisy-labels meta-learning class-imbalance sample-reweighting

Created 2019-09-09

15 commits to master branch, last one 3 years ago

self-paced-ensemble ZhiningLiu1998

49

255

mit

7

[ICDE'20] ⚖️ A general, efficient ensemble framework for imbalanced classification. | 泛用，高效，鲁棒的类别不平衡学习框架

pypi python3 ensemble classification ensemble-model class-imbalance imbalanced-data ensemble-methods imbalanced-learn machine-learning ensemble-learning imbalanced-learning imbalance-classification

Created 2019-09-05

73 commits to master branch, last one 10 months ago

Parametric-Contrastive-Learning dvlab-research

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244

mit

7

Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)

tpami pytorch iccv2021 imagenet class-imbalance imbalanced-data imbalanced-learning supervised-learning contrastive-learning image-classification long-tailed-recognition parametric-contrastive-learning supervised-contrastive-learning

Created 2021-06-03

78 commits to main branch, last one 2 months ago

mesa ZhiningLiu1998

26

105

mit

7

[NeurIPS’20] ⚖️ Build powerful ensemble class-imbalanced learning models via meta-knowledge-powered resampler. | 设计元知识驱动的采样器解决类别不平衡问题

mesa ensemble meta-sampler meta-training ensemble-model class-imbalance imbalanced-data imbalanced-learn imbalanced-learning imbalance-classification meta-learning-algorithms ensemble-machine-learning

Created 2020-06-03

17 commits to master branch, last one 2 years ago

SubpopBench YyzHarry

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102

mit

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[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift

icml subgroup benchmark icml-2023 subpopulation ood-robustness class-imbalance ood-generalization out-of-distribution subpopulation-shift domain-generalization spurious-correlations

Created 2023-02-22

19 commits to main branch, last one about a year ago

credit-card-fraud-detection sahidul-shaikh

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unknown

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Machine learning model for Credit Card fraud detection

python xgboost tree-model random-forest smote-sampling svm-classifier class-imbalance capstone-project machine-learning knn-classification logistic-regression

Created 2021-01-10

9 commits to main branch, last one 3 years ago

Addressing-Class-Imbalance-FL balanced-fl

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unknown

7

This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).

loss-functions class-imbalance machine-learning federated-learning neural-network-training imbalance-classification

Created 2020-06-10

13 commits to master branch, last one 3 years ago

kaggle_rsna_breast_cancer dangnh0611

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81

mit

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1st place solution of RSNA Screening Mammography Breast Cancer Detection competition on Kaggle: https://www.kaggle.com/competitions/rsna-breast-cancer-detection

rsna yolo kaggle convnext mamography breast-cancer deep-learning class-imbalance machine-learning binary-classification

Created 2023-03-05

5 commits to reproduce branch, last one about a year ago

multi-imbalance damianhorna

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mit

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Python package for tackling multi-class imbalance problems. http://www.cs.put.poznan.pl/mlango/publications/multiimbalance/

smote python bagging balancing ensembles resampling oversampling decomposition preprocessing undersampling decision-trees python-package class-imbalance machine-learning multi-class-imbalance

Created 2019-08-03

432 commits to master branch, last one 2 years ago