12 results found Sort:

subeeshvasu
Awesome-Learning-with-Label-Noise subeeshvasu
350
2.6k
unknown
100
A curated list of resources for Learning with Noisy Labels
noisy-data label-noise noisy-labels robust-learning unreliable-labels deep-neural-networks
Created 2019-07-17
284 commits to master branch, last one about a month ago
weijiaheng
Advances-in-Label-Noise-Learning weijiaheng
57
628
unknown
14
A curated (most recent) list of resources for Learning with Noisy Labels
paper conference noisy-data robustness label-noise noisy-labels deep-learning robust-learning unreliable-labels deep-neural-networks noisy-label-learning robust-machine-learning international-conference learning-with-label-noise learning-with-noisy-labels weakly-supervised-learning
Created 2021-04-14
134 commits to main branch, last one 3 months ago
UCSC-REAL
cifar-10-100n UCSC-REAL
20
193
other
5
Human annotated noisy labels for CIFAR-10 and CIFAR-100. The website of CIFAR-N is available at http://www.noisylabels.com/.
label-noise
Created 2021-10-12
29 commits to main branch, last one about a year ago
LayneH
self-adaptive-training LayneH
23
126
mit
4
[TPAMI2022 & NeurIPS2020] Official implementation of Self-Adaptive Training
label-noise overfitting generalization computer-vision machine-learning adversarial-robustness
Created 2020-02-22
10 commits to master branch, last one 2 years ago
UCSC-REAL
negative-label-smoothing UCSC-REAL
10
114
unknown
10
[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"
robustness label-noise noisy-labels label-smoothing noisy-label-learning trustworthy-machine-learning
Created 2022-06-06
5 commits to master branch, last one about a year ago
KentoNishi
Augmentation-for-LNL KentoNishi
13
112
mit
6
[CVPR 2021] Code for "Augmentation Strategies for Learning with Noisy Labels".
cvpr cifar10 cifar100 cvpr2021 clothing1m label-noise data-augmentation augmentation-policies label-noise-robustness semi-supervised-learning data-augmentation-strategies
Created 2020-11-18
32 commits to master branch, last one 2 years ago
chengtan9907
Co-learning chengtan9907
9
112
unknown
3
The official implementation of the ACM MM'2021 paper Co-learning: Learning from noisy labels with self-supervision.
cifar10 pytorch cifar100 benchmark label-noise awesome-list noisy-labels deep-learning contrastive-learning noisy-label-learning self-supervised-learning semi-supervised-learning
Created 2021-03-17
8 commits to master branch, last one 2 years ago
weijiaheng
Robust-f-divergence-measures weijiaheng
20
80
mit
6
[ICLR2021] Official Pytorch implementation of "When Optimizing f-Divergence is Robust with Label noise"
robustness label-noise f-divergence noisy-labels deep-neural-networks noisy-label-learning
Created 2021-02-15
13 commits to main branch, last one 3 years ago
Westlake-AI
SemiReward Westlake-AI
2
52
apache-2.0
2
[ICLR 2024] SemiReward: A General Reward Model for Semi-supervised Learning
esc-50 cifar-100 regression label-noise transformer reward-model yahoo-answers computer-vision machine-learning vision-transformer audio-classification semi-supervised-learning weakly-supervised-learning natural-language-processing
Created 2023-08-24
80 commits to main branch, last one 16 days ago
YujiaBao
ls YujiaBao
5
46
mit
2
Learning to Split for Automatic Bias Detection
data-split label-noise bias-detection machine-learning
Created 2022-09-14
8 commits to main branch, last one about a year ago
YutingLi0606
SURE YutingLi0606
3
43
unknown
5
(CVPR 2024) Pytorch implementation of “SURE: SUrvey REcipes for building reliable and robust deep networks”
label-noise data-corruption failure-prediction uncertainty-estimation long-tailed-distribution
Created 2024-03-01
22 commits to main branch, last one 12 days ago
pxiangwu
PLC pxiangwu
8
41
unknown
3
ICLR 2021, "Learning with feature-dependent label noise: a progressive approach"
pytorch iclr2021 label-noise machine-learning
Created 2021-01-31
6 commits to master branch, last one 2 years ago