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The Top 23 Label Noise Open Source Projects

Open source projects categorized as Label Noise
Categories > Label Noise
Awesome Learning With Label Noise ⭐ 2,314
A curated list of resources for Learning with Noisy Labels
most recent commit a year ago
Advances In Label Noise Learning ⭐ 465
A curated (most recent) list of resources for Learning with Noisy Labels
most recent commit 10 months ago
Cifar 10 100n ⭐ 142
Human annotated noisy labels for CIFAR-10 and CIFAR-100. The website of CIFAR-N is available at http://www.noisylabels.com/.
most recent commit a year ago
Co Learning Learning From Noisy Labels With Self Supervision ⭐ 107
The official implementation of the ACM MM'2021 paper Co-learning: Learning from noisy labels with self-supervision.
most recent commit 2 years ago
Self Adaptive Training ⭐ 104
Official implementation of the NeurIPS'2020 paper 'Self-Adaptive Training: beyond Empirical Risk Minimization'
most recent commit 3 years ago
Augmentation For Lnl ⭐ 89
[CVPR 2021] Code for "Augmentation Strategies for Learning with Noisy Labels".
most recent commit 2 years ago
Clean Net ⭐ 62
Tensorflow source code for "CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise"
most recent commit 6 years ago
Ls ⭐ 45
Learning to Split for Automatic Bias Detection
most recent commit a year ago
Active Passive Losses ⭐ 37
Code for ICML2020 paper [“Normalized Loss Functions for Deep Learning with Noisy Labels"] https://arxiv.org/abs/2006.13554
most recent commit 4 years ago
Semireward ⭐ 26
[ICLR 2024] SemiReward: A General Reward Model for Semi-supervised Learning
most recent commit 3 months ago
Hsa Nrl ⭐ 26
Hard Sample Aware Noise Robust Learning forHistopathology Image Classification
most recent commit 7 months ago
Improving Mean Absolute Error Against Cce ⭐ 21
Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude’s Variance Matters
most recent commit 3 years ago
Plc ⭐ 19
ICLR 2021, "Learning with feature-dependent label noise: a progressive approach"
most recent commit 3 years ago
Idn ⭐ 17
AAAI 2021: Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise
most recent commit 3 years ago
Robustnessaccuracy ⭐ 16
AAAI 2021: Robustness of Accuracy Metric and its Inspirations in Learning with Noisy Labels
most recent commit 3 years ago
Erase ⭐ 12
[Arxiv-2023] Official code for work "ERASE: Error-Resilient Representation Learning on Graphs for Label Noise Tolerance"
most recent commit 4 months ago
Neural Relation Graph ⭐ 12
Official PyTorch implementation of "Neural Relation Graph: A Unified Framework for Identifying Label Noise and Outlier Data" (NeurIPS'23)
most recent commit 5 months ago
Negative Label Smoothing ⭐ 10
[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"
most recent commit 2 years ago
Phuber ⭐ 10
[Re] Can gradient clipping mitigate label noise? (ML Reproducibility Challenge 2020)
most recent commit 3 years ago
Verb_ambiguity ⭐ 8
Official implementation of "An Action Is Worth Multiple Words: Handling Ambiguity in Action Recognition", BMVC 2022
most recent commit a year ago
Biquality Learn ⭐ 8
A Python Library for Biquality Learning
total releases 3most recent commit 8 months ago
Analytics Vidhya Game Of Deep Learning Hackathon ⭐ 7
Contains my experiments for the Game of Deep Learning Hackathon conducted by Analytics Vidhya
most recent commit 5 years ago
Relabeling ⭐ 7
Code repository for the robust active label correction paper.
most recent commit 6 years ago
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