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The Top 23 Class Imbalance Open Source Projects

Open source projects categorized as Class Imbalance
Categories > Class Imbalance
Awesome Imbalanced Learning ⭐ 1,164
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
most recent commit 6 months ago
Imbalanced Semi Self ⭐ 393
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
most recent commit 3 years ago
Imbalanced Ensemble ⭐ 234
Class-imbalanced Ensemble Learning in Python. | 类别不平衡/长尾机器学习库
dependent packages 4total releases 10most recent commit 9 months agopypi imbalanced-ensemble} Downloads
Parametric Contrastive Learning ⭐ 220
Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)
most recent commit 2 months ago
Self Paced Ensemble ⭐ 217
ICDE'20 | A general & effective ensemble framework for imbalanced classification. | 泛用，高效，鲁棒的类别不平衡学习框架
total releases 9most recent commit a year ago
Meta Weight Net ⭐ 189
NeurIPS'19: Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting (Pytorch implementation for noisy labels).
most recent commit 2 years ago
Smrt ⭐ 94
Handle class imbalance intelligently by using variational auto-encoders to generate synthetic observations of your minority class.
most recent commit 5 years ago
Multi Imbalance ⭐ 68
Python package for tackling multi-class imbalance problems. http://www.cs.put.poznan.pl/mlango/publications/mu
total releases 14most recent commit a year ago
Mesa ⭐ 65
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
most recent commit 2 years ago
Reslt ⭐ 50
ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)
most recent commit 6 months ago
Subpopbench ⭐ 46
[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift
most recent commit 9 months ago
Addressing Class Imbalance Fl ⭐ 32
This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).
most recent commit 2 years ago
Imbalance_class_sklearn ⭐ 21
Address imbalance classes in machine learning projects.
most recent commit 3 years ago
Overfittingunderclassimbalance ⭐ 20
[MICCAI2019 & TMI2020] Overfitting under Class Imbalance: Anaylsis and Improvements for Medical Image Segmentation.
most recent commit 8 months ago
Imbalance.jl ⭐ 20
A Julia toolbox with resampling methods to correct for class imbalance.
most recent commit 3 months ago
Riadd.aucmedi ⭐ 16
Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous Deep Learning Models
most recent commit 2 years ago
Realistic_transductive_few_shot ⭐ 13
(NeurIPS 2021) Realistic Evaluation of Transductive Few-Shot Learning
most recent commit a year ago
Breast Cancer Detection Using Deep Learning ⭐ 10
Experiments to show the usage of deep learning to detect breast cancer from breast histopathology images
most recent commit 5 years ago
Modelevaluationunderclassimbalance ⭐ 10
[MICCAI2022] Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores.
most recent commit 7 months ago
Ttadc ⭐ 7
[MICCAI'22] Test-time Adaptation with Calibration of Medical Image Classification Nets for Label Distribution Shift
most recent commit a year ago
Shapley ⭐ 6
Weighted Shapley Values and Weighted Confidence Intervals for Multiple Machine Learning Models and Stacked Ensembles
most recent commit 3 months ago
Duplebalance ⭐ 5
DuBE: Duple-balanced Ensemble Learning from Skewed Data
most recent commit a year ago
Remotesensing 14 03760 ⭐ 5
⛈️ Code for the paper "End-to-End Prediction of Lightning Events from Geostationary Satellite Images"
most recent commit a year ago
The 3 Latest Releases In Class Imbalance Open Source Projects
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