noisy-labels

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cleanlab /cleanlab

Star10.5k

The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

data-science annotation data-validation exploratory-data-analysis weak-supervision dataops outlier-detection labeling datasets data-cleaning active-learning data-quality data-profiling data-curation dataquality noisy-labels out-of-distribution-detection data-labeling data-centric-ai llms

UpdatedApr 10, 2025
Python

subeeshvasu /Awesome-Learning-with-Label-Noise

Star2.7k

A curated list of resources for Learning with Noisy Labels

deep-neural-networks noisy-data label-noise noisy-labels unreliable-labels robust-learning

UpdatedMay 3, 2024

Renumics /awesome-open-data-centric-ai

Star716

Curated list of open source tooling for data-centric AI on unstructured data.

nlp machine-learning computer-vision deep-learning data-visualization awesome-list outlier-detection feature-vector uncertainty-estimation active-learning data-versioning data-curation synthetic-data explainable-ai bias-detection robust-machine-learning noisy-labels data-drift data-centric-ai documentation-only

UpdatedNov 15, 2023

weijiaheng /Advances-in-Label-Noise-Learning

Star690

A curated (most recent) list of resources for Learning with Noisy Labels

deep-neural-networks deep-learning conference paper weakly-supervised-learning robustness international-conference noisy-data label-noise robust-machine-learning noisy-labels noisy-label-learning learning-with-noisy-labels unreliable-labels robust-learning learning-with-label-noise

UpdatedOct 18, 2024

encord-team /encord-active

Star449

The toolkit to test, validate, and evaluate your models and surface, curate, and prioritize the most valuable data for labeling.

python data-science data machine-learning computer-vision deep-learning data-validation annotations ml object-detection data-cleaning active-learning data-quality data-centric mlops noisy-labels model-quality label-errors label-quality

UpdatedApr 9, 2025
Python

shengliu66 /ELR

Star295

Official Implementation of Early-Learning Regularization Prevents Memorization of Noisy Labels

deep-learning statistical-learning noisy-labels robust-learning

UpdatedMay 22, 2023
Python

xjtushujun /meta-weight-net

Star286

NeurIPS'19: Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting (Pytorch implementation for noisy labels).

class-imbalance meta-learning noisy-labels sample-reweighting

UpdatedDec 14, 2021
Python

YisenWang /symmetric_cross_entropy_for_noisy_labels

Star170

Code for ICCV2019 "Symmetric Cross Entropy for Robust Learning with Noisy Labels"

cross-entropy-loss noisy-labels iccv2019

UpdatedJun 16, 2021
Python

huangyangyu /NoiseFace

Star136

Noise-Tolerant Paradigm for Training Face Recognition CNNs [Official, CVPR 2019]

caffe cnn face-recognition noisy-labels cvpr2019

UpdatedMar 27, 2019
Python

HanxunH /Active-Passive-Losses

Star135

[ICML2020] Normalized Loss Functions for Deep Learning with Noisy Labels

deep-neural-networks deep-learning pytorch icml noisy-data label-noise noisy-labels unreliable-labels robust-learning icml-2020

UpdatedJul 5, 2024
Python

chengtan9907 /Co-learning

Star120

The official implementation of the ACM MM'21 paper Co-learning: Learning from noisy labels with self-supervision.

benchmark deep-learning pytorch semi-supervised-learning awesome-list cifar10 cifar100 label-noise self-supervised-learning noisy-labels noisy-label-learning contrastive-learning

UpdatedMay 17, 2022
Python

ydkim1293 /NLNL-Negative-Learning-for-Noisy-Labels

Star104

NLNL: Negative Learning for Noisy Labels

pytorch noisy-labels negative-learning nlnl

UpdatedNov 14, 2019
Python

UCSC-REAL /negative-label-smoothing

Star97

[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"

robustness label-smoothing label-noise noisy-labels noisy-label-learning trustworthy-machine-learning

UpdatedSep 12, 2022
Python

chenpf1025 /noisy_label_understanding_utilizing

Star91

ICML 2019: Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels

robust icml noisy-labels

UpdatedDec 10, 2020
Python

salesforce /MoPro

Star87

MoPro: Webly Supervised Learning

representation-learning weakly-supervised-learning noisy-labels webly-supervised-learning

UpdatedMar 3, 2021
Python

Kangningthu /ADELE

Star82

Adaptive Early-Learning Correction for Segmentation from Noisy Annotations (CVPR 2022 Oral)

machine-learning computer-vision deep-learning segmentation noisy-labels weakly-supervised-segmentation

UpdatedJun 19, 2022
Python

zhangchbin /OnlineLabelSmoothing

Star80

The official code for the paper "Delving Deep into Label Smoothing", IEEE TIP 2021

deep-learning pytorch classification regularization robustness fine-grained-classification adversarial-attacks noisy-labels tip2021

UpdatedJul 6, 2022
Python

moucheng2017 /Med-Noisy-Labels

Star73

[NeurIPS 2020] Disentangling Human Error from the Ground Truth in Segmentation of Medical Images

segmentation noisy-labels

UpdatedApr 25, 2023
Python

ContrastToDivide /C2D

Star71

PyTorch implementation of "Contrast to Divide: self-supervised pre-training for learning with noisy labels"

deep-learning pytorch cifar-10 noisy-labels clothing1m

UpdatedMar 30, 2021
Python

Hzzone /TCL

Star70

Twin Contrastive Learning with Noisy Labels (CVPR 2023)

noisy-labels noisy-label-learning

UpdatedAug 4, 2023
Python

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