A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.
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Apr 7, 2025 - Python
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imbalanced-data
Here are 91 public repositories matching this topic...
[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression
natural-language-processing computer-vision regression healthcare imbalanced-data icml imbalanced-learning long-tail imbalance imbalanced-classification imbalanced-regression icml-2021
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Mar 22, 2022 - Python
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
semi-supervised-learning class-imbalance imbalanced-data imbalanced-learning long-tail unlabeled-data self-supervised-learning neurips imbalanced-classification neurips-2020 long-tailed-recognition
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Apr 3, 2021 - Python
🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库
python data-science machine-learning data-mining scikit-learn sklearn python3 classification ensemble ensemble-learning class-imbalance ensemble-model imbalanced-data imbalanced-learning long-tail multi-class-classification imbalanced-classification ensemble-imbalanced-learning
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Apr 29, 2025 - Python
Synthetic Minority Over-Sampling Technique for Regression
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Feb 7, 2024 - Python
[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
machine-learning pypi python3 classification ensemble ensemble-learning class-imbalance ensemble-model imbalanced-data imbalanced-learning ensemble-methods imbalance-classification imbalanced-learn
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Feb 5, 2024 - Python
An implementation of the focal loss to be used with LightGBM for binary and multi-class classification problems
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Nov 9, 2019 - Python
Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)
pytorch supervised-learning imagenet image-classification class-imbalance imbalanced-data imbalanced-learning tpami contrastive-learning supervised-contrastive-learning long-tailed-recognition iccv2021 parametric-contrastive-learning
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Sep 26, 2024 - Python
Python-based implementations of algorithms for learning on imbalanced data.
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Jan 29, 2022 - Python
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
deep-learning multi-domain ood imbalanced-data domain-adaptation imbalanced-learning long-tail eccv imbalance domain-generalization imbalanced-classification long-tailed-recognition multi-domain-learning ood-generalization eccv-2022
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Jan 26, 2023 - Python
Cost-Sensitive Learning / ReSampling / Weighting / Thresholding / BorderlineSMOTE / AdaCost / etc.
machine-learning class-imbalance data-augmentation imbalanced-data imbalanced-learning unbalanced-data cost-sensitive-learning sampling-weighting imbalanced-classification
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Dec 16, 2020 - Python
A general, feasible, and extensible framework for classification tasks.
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Apr 15, 2025 - Python
ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)
class-imbalance imbalanced-data imbalanced-learning long-tail imbalance-classification long-tailed-recognition
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Nov 7, 2023 - Python
datascienv is package that helps you to setup your environment in single line of code with all dependency and it is also include pyforest that provide single line of import all required ml libraries
data-science numpy scikit-learn pandas seaborn xgboost lightgbm matplotlib imbalanced-data catboost tensorflow2 pycaret datascienv data-science-env
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Nov 1, 2021 - Python
A package for data science practitioners. This library implements a number of helpful, common data transformations with a scikit-learn friendly interface in an effort to expedite the modeling process.
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Jun 10, 2021 - Python
Rank3 Code for ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection, Task 3
computer-vision deep-learning pytorch classification biomedical-image-processing imbalanced-data miccai melanoma-recognition isic2018 skin-lesion-analysis isic-2018 miccai2018-grandchanllage
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Aug 11, 2020 - Python
[ICML 2022] RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression
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Oct 28, 2022 - Python
A large-scale database of malicious software images
android security machine-learning database computer-vision malware dataset cybersecurity malware-research imbalanced-data zero-shot-learning malware-detection explainable-ml malware-classification
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Aug 27, 2021 - Python
Generate high quality images for each class even with an imbalanced dataset. An improved version of Balancing GAN.
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Dec 28, 2021 - Python
Code for the paper: Multi-Label Clinical Time-Series Generation via Conditional GAN (IEEE TKDE)
time-series generative-adversarial-network gan ehr mimic-iii imbalanced-data electronic-health-records conditional-gan mimic-iv
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Jul 5, 2022 - Python
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