imbalanced-learning 开源项目推荐（526 个）

ZhaoJ9014 /face.evoLVe

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

ZhiningLiu1998 /awesome-imbalanced-learning

😎 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

YyzHarry /imbalanced-regression

[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression

YyzHarry /imbalanced-semi-self

[NeurIPS 2020]半监督（无标签数据）和自我监督改善班级不平衡/长尾学习

analyticalmindsltd /smote_variants

A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features

ZhiningLiu1998 /imbalanced-ensemble

[NeurIPS'25]🛠️Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库

jiawei-ren /BalancedMSE

[CVPR 2022 Oral] Balanced MSE for Imbalanced Visual Regression https://arxiv.org/abs/2203.16427

ZhiningLiu1998 /self-paced-ensemble

[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

JIA-Lab-research /Parametric-Contrastive-Learning

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

prstrive /UniMVSNet

[CVPR 2022] Rethinking Depth Estimation for Multi-View Stereo: A Unified Representation

solegalli /machine-learning-imbalanced-data

Code repository for the online course Machine Learning with Imbalanced Data

jiawei-ren /BalancedMetaSoftmax-Classification

[NeurIPS 2020] Balanced Meta-Softmax for Long-Tailed Visual Recognition

YyzHarry /multi-domain-imbalance

[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

Albertsr /Class-Imbalance

Cost-Sensitive Learning / ReSampling / Weighting / Thresholding / BorderlineSMOTE / AdaCost / etc.

ZhiningLiu1998 /mesa

[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

yanliang3612 /awesome-imbalanced-learning-on-graphs

A repository contains a collection of resources and papers on Imbalance Learning On Graphs

GZWQ /Awesome-Long-Tailed

Papers about long-tailed tasks

MaxHalford /pytorch-resample

🎲 Iterable dataset resampling in PyTorch

he-zh /vibration_gan

实施GAN为不平衡学习问题生成时间序列信号。实验使用CWRU方位数据进行。

Xtra-Computing /Awesome-Literature-ILoGs

Awesome literature on imbalanced learning on graphs