class-imbalance

There are 5 repositories under class-imbalance topic.

awesome-imbalanced-learning
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
awesome awesome-list class-imbalance deep-learning ensemble-learning fair-ml fairness-ml imbalanced-classes imbalanced-classification imbalanced-data imbalanced-learning machine-learning skewed-data
1399
YyzHarry / imbalanced-semi-self
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
imbalanced-learning imbalanced-classification semi-supervised-learning unlabeled-data self-supervised-learning long-tail long-tailed-recognition class-imbalance neurips neurips-2020 imbalanced-data
Language:Python 737
imbalanced-ensemble
ZhiningLiu1998 / imbalanced-ensemble
🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库
machine-learning class-imbalance imbalanced-learning imbalanced-classification imbalanced-data ensemble-learning ensemble-model multi-class-classification long-tail classification scikit-learn python3 ensemble-imbalanced-learning sklearn python data-science data-mining ensemble
Language:Python 340
xjtushujun / meta-weight-net
NeurIPS'19: Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting (Pytorch implementation for noisy labels).
meta-learning sample-reweighting noisy-labels class-imbalance
Language:Python 285
self-paced-ensemble
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
imbalance-classification ensemble-learning imbalanced-learning imbalanced-data ensemble-methods machine-learning python3 ensemble ensemble-model classification pypi class-imbalance imbalanced-learn
Language:Python 255
dvlab-research / Parametric-Contrastive-Learning
Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)
contrastive-learning long-tailed-recognition supervised-learning image-classification imagenet supervised-contrastive-learning parametric-contrastive-learning iccv2021 class-imbalance imbalanced-data imbalanced-learning pytorch tpami
Language:Python 244
tgsmith61591 / smrt
Handle class imbalance intelligently by using variational auto-encoders to generate synthetic observations of your minority class.
autoencoder class-imbalance machine-learning neural-networks smote tensorflow vae variational-autoencoder
Language:Python 125
mesa
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
imbalanced-learning imbalanced-data meta-learning-algorithms meta-sampler ensemble ensemble-model ensemble-machine-learning mesa meta-training class-imbalance imbalance-classification imbalanced-learn
Language:Jupyter Notebook 105
Albertsr / Class-Imbalance
Cost-Sensitive Learning / ReSampling / Weighting / Thresholding / BorderlineSMOTE / AdaCost / etc.
cost-sensitive-learning unbalanced-data sampling-weighting imbalanced-learning data-augmentation imbalanced-classification imbalanced-data class-imbalance machine-learning
Language:Python 104
YyzHarry / SubpopBench
[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift
benchmark domain-generalization out-of-distribution subgroup subpopulation subpopulation-shift class-imbalance ood-generalization ood-robustness spurious-correlations icml icml-2023
Language:Python 102
sahidul-shaikh / credit-card-fraud-detection
Machine learning model for Credit Card fraud detection
capstone-project class-imbalance knn-classification logistic-regression machine-learning python random-forest smote-sampling svm-classifier tree-model xgboost
Language:Jupyter Notebook 88
balanced-fl / Addressing-Class-Imbalance-FL
This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).
class-imbalance federated-learning imbalance-classification loss-functions machine-learning neural-network-training
Language:Python 85
dangnh0611 / kaggle_rsna_breast_cancer
1st place solution of RSNA Screening Mammography Breast Cancer Detection competition on Kaggle: https://www.kaggle.com/competitions/rsna-breast-cancer-detection
binary-classification breast-cancer class-imbalance convnext deep-learning machine-learning rsna yolo mamography kaggle
Language:Python 81
damianhorna / multi-imbalance
Python package for tackling multi-class imbalance problems. http://www.cs.put.poznan.pl/mlango/publications/multiimbalance/
bagging balancing class-imbalance decision-trees decomposition ensembles machine-learning multi-class-imbalance oversampling preprocessing python python-package resampling smote undersampling
Language:Python 77
jiequancui / ResLT
ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)
class-imbalance imbalance-classification imbalanced-data imbalanced-learning long-tail long-tailed-recognition
Language:Python 59
Breast-Cancer-Detection-using-Deep-Learning
sayakpaul / Breast-Cancer-Detection-using-Deep-Learning
Experiments to show the usage of deep learning to detect breast cancer from breast histopathology images
class-imbalance computer-vision deep-learning fastai medical-imaging resnet50
Language:Jupyter Notebook 55
xmed-lab / DHC
MICCAI 2023: DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation
class-imbalance medical-image-segmentation miccai2023 semi-supervised-segmentation
Language:Python 53
weijiaheng / Drops
[ICLR 2023] Official Tensorflow implementation of "Distributionally Robust Post-hoc Classifiers under Prior Shifts"
class-imbalance distribution-shift distributional-robustness group-distributional-robustness robustness
Language:Python 39
bhattbhavesh91 / imbalance_class_sklearn
Address imbalance classes in machine learning projects.
class-imbalance classification-algorithm machine-learning python smote
Language:Jupyter Notebook 35
frankkramer-lab / riadd.aucmedi
Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous Deep Learning Models
retinal-disease-detection ensemble-learning class-imbalance multi-label-image-classification deep-learning medical-image-analysis healthcare-imaging retinal-images
Language:Python 35
JuliaAI / Imbalance.jl
A Julia toolbox with resampling methods to correct for class imbalance.
class-imbalance classification machine-learning
Language:Julia 28
bkrai / R-files-from-YouTube
R and Data Files from my YouTube Channel
data-visualization sentimental-analysis exploratory-data-analysis exploratory-data-visualizations social-network-analysis class-imbalance linear-regression linear-discriminant-analysis-lda neural-network
Language:R 26
oveilleux / Realistic_Transductive_Few_Shot
(NeurIPS 2021) Realistic Evaluation of Transductive Few-Shot Learning
few-shot-learning few-shot transductive-learning neurips-2021 few-shot-classification dirichlet-distribution random-distributions class-imbalance alpha-divergence
Language:Python 23
jimitshah77 / Focal-CTC-OMR
Focal CTC for End-To-End OMR task with Class Imbalance, SangCTC (Part I)
class-imbalance computer-vision crnn crnn-ocr ctc-loss deep-learning end-to-end focal-ctc focal-loss focalctc optical-music-recognition python sang-ctc sangctc tensorflow
Language:Jupyter Notebook 22
kshitij-raj / Melanoma-Skin-Cancer-Detection
Build a CNN based model which can accurately detect melanoma
cnn-classification keras-tensorflow dataaugmentation class-imbalance skin-cancer-detection melanoma-detection
Language:Jupyter Notebook 22
ZerojumpLine / OverfittingUnderClassImbalance
[MICCAI2019 & TMI2020] Overfitting under Class Imbalance: Anaylsis and Improvements for Medical Image Segmentation.
class-imbalance overfitting-reduced
Language:Python 21
med-air / TTADC
[MICCAI'22] Test-time Adaptation with Calibration of Medical Image Classification Nets for Label Distribution Shift
class-imbalance test-time-adaptation
Language:Python 19
mcabinaya / Bank-Marketing-Data-Analysis
Machine Learning/Pattern Recognition Models to analyze and predict if a client will subscribe for a term deposit given his/her marketing campaign related data
bank-marketing-analysis python knn-classifier logistic-regression multilayer-perceptron naive-bayes-classifier random-forest svm-classifier data-preprocessing dimensionality-reduction class-imbalance missing-data roc-auc cross-validation categorical-data data-visualization histogram sklearn-library pandas-dataframe matplotlib
Language:Python 15
sahidul-shaikh / telecom-churn-case-study
Build a classification model for reducing the churn rate for a telecom company
class-imbalance classification decision-trees logistic-regression pca python random-forest svm-classifier telecom-churn-analysis telecom-churn-prediction
Language:Jupyter Notebook 14
haghish / shapley
Weighted Shapley Values and Weighted Confidence Intervals for Multiple Machine Learning Models and Stacked Ensembles
class-imbalance class-imbalance-problem feature-extraction feature-importance feature-selection machine-learning machine-learning-algorithms shap shap-analysis shap-values shapely shapley-additive-explanations shapley-decomposition shapley-value shapley-values shapleyvalue weighted-shap weighted-shap-confidence-interval weighted-shapley weighted-shapley-ci
Language:R 12
ai-se / Smote_tune
ICSE'18: Tuning Smote
hyperparameter-optimization hyperparameter-tuning optimization tuning defect-prediction classification sbse software-engineering class-imbalance smote genetic-algorithm differential-evolution released
Language:Python 11
tigasgon1999 / Agricultural-Pattern-Recognition
This project focuses on using the Semantic Segmentation Deep Learning architecture DeepLAbV3+ on the Agriculture-Vision dataset. We focus on improving the architecture's performance by solving the class imbalance problem present in the data.
deep-learning satellite-imagery class-imbalance semantic-segmentation
Language:Jupyter Notebook 11
ZerojumpLine / ModelEvaluationUnderClassImbalance
[MICCAI2022] Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores.
class-imbalance medical-image-computing model-calibration
Language:Jupyter Notebook 11
kochlisGit / Advanced-ML
Advanced Machine Learning Algorithms including Cost-Sensitive Learning, Class Imbalances, Multi-Label Data, Multi-Instance Learning, Active Learning, Multi-Relational Data Mining, Interpretability in Python using Scikit-Learn.
advanced-ml machine-learning-algorithms machine-learning python numpy pandas cost-sensitive-learning class-imbalance multi-label-learning multi-instance-learning active-learning multi-relational-data-mining interpretability semi-supervised-learning sklearn scikit-learn tensorflow
Language:Jupyter Notebook 9
AnonAuthorAI / duplebalance
DuBE: Duple-balanced Ensemble Learning from Skewed Data
class-imbalance machine-learning ensemble-learning imbalanced-data imbalanced-classification
Language:Python 8
miriamspsantos / pycol
The Python Class Overlap Libray (pycol) assembles a comprehensive set of complexity measures associated with the characterization of the Class Overlap problem.
class-imbalance class-overlap classification-complexity complexity-measures data-complexity data-intrinsic-characteristics imbalanced-data machine-learning machinelearning-python meta-features meta-learning
Language:Python 8

class-imbalance

ZhiningLiu1998 / awesome-imbalanced-learning

YyzHarry / imbalanced-semi-self

ZhiningLiu1998 / imbalanced-ensemble

xjtushujun / meta-weight-net

ZhiningLiu1998 / self-paced-ensemble

dvlab-research / Parametric-Contrastive-Learning

tgsmith61591 / smrt

ZhiningLiu1998 / mesa

Albertsr / Class-Imbalance

YyzHarry / SubpopBench

sahidul-shaikh / credit-card-fraud-detection

balanced-fl / Addressing-Class-Imbalance-FL

dangnh0611 / kaggle_rsna_breast_cancer

damianhorna / multi-imbalance

jiequancui / ResLT

sayakpaul / Breast-Cancer-Detection-using-Deep-Learning

xmed-lab / DHC

weijiaheng / Drops

bhattbhavesh91 / imbalance_class_sklearn

frankkramer-lab / riadd.aucmedi

JuliaAI / Imbalance.jl

bkrai / R-files-from-YouTube

oveilleux / Realistic_Transductive_Few_Shot

jimitshah77 / Focal-CTC-OMR

kshitij-raj / Melanoma-Skin-Cancer-Detection

ZerojumpLine / OverfittingUnderClassImbalance

med-air / TTADC

mcabinaya / Bank-Marketing-Data-Analysis

sahidul-shaikh / telecom-churn-case-study

haghish / shapley

ai-se / Smote_tune

tigasgon1999 / Agricultural-Pattern-Recognition

ZerojumpLine / ModelEvaluationUnderClassImbalance

kochlisGit / Advanced-ML

AnonAuthorAI / duplebalance

miriamspsantos / pycol