imbalanced-learning

There are 12 repositories under imbalanced-learning topic.

ZhaoJ9014 / face.evoLVe
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
pytorch face-recognition face-detection face-alignment face-landmark-detection model-training feature-extraction fine-tuning data-augmentation deep-learning computer-vision imbalanced-learning transfer-learning hard-negative-mining supervised-learning nus tencent convolutional-neural-network machine-learning artificial-intelligence
Language:Python 3348
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 imbalanced-learning imbalanced-classification class-imbalance machine-learning ensemble-learning imbalanced-data deep-learning imbalanced-classes skewed-data fairness-ml fair-ml
1269
YyzHarry / imbalanced-regression
[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression
imbalanced-data imbalanced-learning imbalanced-classification imbalance regression long-tail imbalanced-regression icml icml-2021 computer-vision natural-language-processing healthcare
Language:Python 765
YyzHarry / imbalanced-semi-self
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
class-imbalance imbalanced-classification imbalanced-data imbalanced-learning long-tail long-tailed-recognition neurips neurips-2020 self-supervised-learning semi-supervised-learning unlabeled-data
Language:Python 729
smote_variants
analyticalmindsltd / smote_variants
A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features
smote oversampling imbalanced-learning imbalanced-data
Language:Jupyter Notebook 593
zzw-zwzhang / Awesome-of-Long-Tailed-Recognition
A curated list of long-tailed recognition resources.
imbalanced-learning long-tailed-recognition
582
BalancedMSE
jiawei-ren / BalancedMSE
[CVPR 2022 Oral] Balanced MSE for Imbalanced Visual Regression https://arxiv.org/abs/2203.16427
computer-vision imbalanced-learning imbalanced-regression age-estimation depth-estimation human-mesh-recovery
Language:Python 350
imbalanced-ensemble
ZhiningLiu1998 / imbalanced-ensemble
Class-imbalanced Ensemble Learning in Python. | 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 286
kochlisGit / ProphitBet-Soccer-Bets-Predictor
ProphitBet is a Machine Learning Soccer Bet prediction application. It analyzes the form of teams, computes match statistics and predicts the outcomes of a match using Advanced Machine Learning (ML) methods. The supported algorithms in this application are Neural Networks, Random Forests & Ensembl Models.
soccer statistics feature-analysis deep-neural-networks feature-importance imbalanced-learning interpretability-methods machine-learning-algorithms neural-network random-forest soccer-betting soccer-matches football-data predictions upcoming-games imbalanced-learn data-visualization pandas-dataframe seaborn optuna
Language:Python 255
self-paced-ensemble
ZhiningLiu1998 / self-paced-ensemble
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
imbalance-classification ensemble-learning imbalanced-learning imbalanced-data ensemble-methods machine-learning python3 ensemble ensemble-model classification pypi class-imbalance imbalanced-learn
Language:Python 248
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 221
prstrive / UniMVSNet
[CVPR 2022] Rethinking Depth Estimation for Multi-View Stereo: A Unified Representation
multi-view-stereo depth-estimation dense-prediction focal-loss imbalanced-learning 3d-reconstruction stereo
Language:Python 219
machine-learning-imbalanced-data
solegalli / machine-learning-imbalanced-data
Code repository for the online course Machine Learning with Imbalanced Data
machine-learning data-science python imbalanced-data imbalanced-classification imbalanced-learning
Language:Jupyter Notebook 151
jiawei-ren / BalancedMetaSoftmax-Classification
[NeurIPS 2020] Balanced Meta-Softmax for Long-Tailed Visual Recognition
imbalanced-classification imbalanced-learning
Language:Python 128
YyzHarry / multi-domain-imbalance
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
domain-adaptation domain-generalization eccv eccv-2022 imbalance imbalanced-classification imbalanced-data imbalanced-learning long-tail long-tailed-recognition multi-domain multi-domain-learning deep-learning ood ood-generalization
Language:Python 117
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 103
Albertsr / Class-Imbalance
Cost-Sensitive Learning / ReSampling / Weighting / Thresholding / BorderlineSMOTE / AdaCost / etc.
class-imbalance cost-sensitive-learning data-augmentation imbalanced-classification imbalanced-data imbalanced-learning machine-learning sampling-weighting unbalanced-data
Language:Python 99
MaxHalford / pytorch-resample
🎲 Iterable dataset resampling in PyTorch
imbalanced-learning oversampling pytorch resampling undersampling
Language:Python 87
GZWQ / Awesome-Long-Tailed
Papers about long-tailed tasks
long-tailed-recognition long-tail imbalanced-data imbalance-classification imbalanced-learning
81
yanliang3612 / awesome-imbalanced-learning-on-graphs
A repository contains a collection of resources and papers on Imbalance Learning On Graphs
graph-neural-networks imbalanced-learning robust-machine-learning
63
he-zh / vibration_gan
Implement GANs to generate time-series signals for imbalanced learning problem. The experiments are conducted using CWRU bearing data.
tensorflow gan deep-learning imbalanced-learning fault-classification generative-adversarial-network keras
Language:Python 59
jiequancui / ResLT
ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)
long-tailed-recognition imbalanced-data imbalanced-learning imbalance-classification long-tail class-imbalance
Language:Python 53
Xtra-Computing / Awesome-Literature-ILoGs
Awesome literature on imbalanced learning on graphs
awesome graph-neural-networks graph-representation-learning imbalanced-learning imbalanced-learning-on-graphs
52
massquantity / Class-Imbalance
《机器学习之类别不平衡问题》文章代码
imbalanced-learning
Language:Jupyter Notebook 44
BorealisAI / ranksim-imbalanced-regression
[ICML 2022] RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression
imbalanced-data imbalanced-learning imbalanced-regression regression
Language:Python 40
Treers / MetaCost
P. Domingos proposed a principled method for making an arbitrary classifier cost-sensitive by wrapping a cost-minimizing procedure around it. The procedure, called MetaCost, treats the underlying classifier as a black box, requiring no knowledge of its functioning or change to it.
machine-learning cost-sensitive imbalanced-learning
Language:Python 39
NeuralCollapseApplications / ImbalancedLearning
[NeurIPS 2022] The official code for our NeurIPS 2022 paper "Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network?".
imbalanced-learning machine-learning neural-collapse
Language:Python 38
lancopku / well-classified-examples-are-underestimated
Code for the AAAI 2022 publication "Well-classified Examples are Underestimated in Classification with Deep Neural Networks"
adversarial-attacks classification cross-entropy-loss deep-learning graph-neural-networks image-classification imbalanced-learning ood-detection transformer
Language:Jupyter Notebook 31
jinyan-06 / SHIKE
Long-Tailed Visual Recognition via Self-Heterogeneous Integration with Knowledge Excavation (CVPR 2023)
long-tailed-learning long-tailed-recognition cvpr2023 imbalanced-learning
Language:Python 28
georgedouzas / geometric-smote
Implementation of the Geometric SMOTE over-sampling algorithm.
oversampling machine-learning python data-science imbalanced-learning smote geometric-smote
Language:Python 27
iamyuanchung / csdnn
Theano implementation of Cost-Sensitive Deep Neural Networks
cost-sensitive-learning deep-learning imbalanced-learning theano
Language:Python 25
paobranco / SMOGN-LIDTA17
SMOGN: a Pre-processing Approach for Imbalanced Regression - LIDTA2017
imbalanced-learning pre-processing regression
Language:R 23
ricardoamferreira / Predicting-Adverse-Drug-Reactions-with-Machine-Learning
The objective of this work is to develop machine learning (ML) methods that can accurately predict adverse drug reactions (ADRs) using the databases SIDER and OFFSIDES.
machine-learning adverse-drug-reaction rdkit scikit-learn xgboost imbalanced-learning
Language:Jupyter Notebook 22
farhantandia / Tricks-for-Handling-Imbalanced-Dataset-Image-Classification
Some trick for handling imbalanced dataset
imbalanced-data imbalanced-learning imbalance-classification
Language:Jupyter Notebook 19
mjuez / approx-smote
Approx-SMOTE: fast SMOTE for Big Data on Apache Spark
smote big-data spark scala imbalanced-data imbalanced-learning
Language:Scala 18
nunompmoniz / IRon
R Package for Imbalanced Regression
machine-learning imbalanced-learning regression imbalance-data evaluation-metrics
Language:R 18

imbalanced-learning

ZhaoJ9014 / face.evoLVe

ZhiningLiu1998 / awesome-imbalanced-learning

YyzHarry / imbalanced-regression

YyzHarry / imbalanced-semi-self

analyticalmindsltd / smote_variants

zzw-zwzhang / Awesome-of-Long-Tailed-Recognition

jiawei-ren / BalancedMSE

ZhiningLiu1998 / imbalanced-ensemble

kochlisGit / ProphitBet-Soccer-Bets-Predictor

ZhiningLiu1998 / self-paced-ensemble

dvlab-research / Parametric-Contrastive-Learning

prstrive / UniMVSNet

solegalli / machine-learning-imbalanced-data

jiawei-ren / BalancedMetaSoftmax-Classification

YyzHarry / multi-domain-imbalance

ZhiningLiu1998 / mesa

Albertsr / Class-Imbalance

MaxHalford / pytorch-resample

GZWQ / Awesome-Long-Tailed

yanliang3612 / awesome-imbalanced-learning-on-graphs

he-zh / vibration_gan

jiequancui / ResLT

Xtra-Computing / Awesome-Literature-ILoGs

massquantity / Class-Imbalance

BorealisAI / ranksim-imbalanced-regression

Treers / MetaCost

NeuralCollapseApplications / ImbalancedLearning

lancopku / well-classified-examples-are-underestimated

jinyan-06 / SHIKE

georgedouzas / geometric-smote

iamyuanchung / csdnn

paobranco / SMOGN-LIDTA17

ricardoamferreira / Predicting-Adverse-Drug-Reactions-with-Machine-Learning

farhantandia / Tricks-for-Handling-Imbalanced-Dataset-Image-Classification

mjuez / approx-smote

nunompmoniz / IRon