28 results found Sort:

cleanlab
cleanlab cleanlab
753
9.8k
agpl-3.0
90
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
llms dataops datasets labeling annotation dataquality data-quality data-science noisy-labels data-cleaning data-curation data-labeling data-profiling active-learning data-centric-ai data-validation weak-supervision outlier-detection exploratory-data-analysis out-of-distribution-detection
Created 2018-05-11
1,745 commits to master branch, last one 11 days ago
subeeshvasu
Awesome-Learning-with-Label-Noise subeeshvasu
353
2.6k
unknown
99
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 7 months ago
Renumics
awesome-open-data-centric-ai Renumics
35
706
cc-by-4.0
21
Curated list of open source tooling for data-centric AI on unstructured data.
nlp data-drift awesome-list noisy-labels data-curation deep-learning bias-detection explainable-ai feature-vector synthetic-data active-learning computer-vision data-centric-ai data-versioning machine-learning outlier-detection data-visualization documentation-only uncertainty-estimation robust-machine-learning
Created 2023-02-27
34 commits to main branch, last one about a year ago
weijiaheng
Advances-in-Label-Noise-Learning weijiaheng
59
697
unknown
16
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
138 commits to main branch, last one 2 months ago
encord-team
encord-active encord-team
25
445
apache-2.0
10
The toolkit to test, validate, and evaluate your models and surface, curate, and prioritize the most valuable data for labeling.
ml data mlops python annotations data-centric data-quality data-science label-errors noisy-labels data-cleaning deep-learning label-quality model-quality active-learning computer-vision data-validation machine-learning object-detection
Created 2022-09-21
653 commits to main branch, last one 6 months ago
shengliu66
ELR shengliu66
29
291
mit
7
Official Implementation of Early-Learning Regularization Prevents Memorization of Noisy Labels
noisy-labels deep-learning robust-learning statistical-learning
Created 2020-06-24
131 commits to master branch, last one about a year ago
xjtushujun
meta-weight-net xjtushujun
68
284
mit
7
NeurIPS'19: Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting (Pytorch implementation for noisy labels).
noisy-labels meta-learning class-imbalance sample-reweighting
Created 2019-09-09
15 commits to master branch, last one 3 years ago
YisenWang
symmetric_cross_entropy_for_noisy_labels YisenWang
32
172
unknown
8
Code for ICCV2019 "Symmetric Cross Entropy for Robust Learning with Noisy Labels"
iccv2019 noisy-labels cross-entropy-loss
Created 2019-09-07
19 commits to master branch, last one 3 years ago
HanxunH
Active-Passive-Losses HanxunH
28
134
mit
4
[ICML2020] Normalized Loss Functions for Deep Learning with Noisy Labels
icml pytorch icml-2020 noisy-data label-noise noisy-labels deep-learning robust-learning unreliable-labels deep-neural-networks
Created 2020-02-03
22 commits to master branch, last one 5 months ago
chengtan9907
Co-learning chengtan9907
10
118
unknown
3
The official implementation of the ACM MM'21 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
UCSC-REAL
negative-label-smoothing UCSC-REAL
10
117
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 2 years ago
salesforce
MoPro salesforce
8
87
unknown
9
MoPro: Webly Supervised Learning
noisy-labels representation-learning webly-supervised-learning weakly-supervised-learning
Created 2020-09-08
16 commits to master branch, last one 3 years ago
weijiaheng
Robust-f-divergence-measures weijiaheng
20
82
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
Kangningthu
ADELE Kangningthu
11
80
mit
3
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations (CVPR 2022 Oral)
noisy-labels segmentation deep-learning computer-vision machine-learning weakly-supervised-segmentation
Created 2021-10-05
4 commits to master branch, last one 2 years ago
zhangchbin
OnlineLabelSmoothing zhangchbin
11
74
mit
3
The official code for the paper "Delving Deep into Label Smoothing", IEEE TIP 2021
pytorch tip2021 robustness noisy-labels deep-learning classification regularization adversarial-attacks fine-grained-classification
Created 2021-01-04
29 commits to main branch, last one 2 years ago
moucheng2017
Med-Noisy-Labels moucheng2017
17
71
unknown
3
[NeurIPS 2020] Disentangling Human Error from the Ground Truth in Segmentation of Medical Images
noisy-labels segmentation
Created 2020-07-26
186 commits to master branch, last one 4 years ago
ContrastToDivide
C2D ContrastToDivide
13
70
mit
3
PyTorch implementation of "Contrast to Divide: self-supervised pre-training for learning with noisy labels"
pytorch cifar-10 clothing1m noisy-labels deep-learning
Created 2020-09-30
4 commits to master branch, last one 3 years ago
Hzzone
TCL Hzzone
10
69
unknown
4
Twin Contrastive Learning with Noisy Labels (CVPR 2023)
noisy-labels noisy-label-learning
Created 2023-03-01
6 commits to master branch, last one about a year ago
RyanWangZf
Influence_Subsampling RyanWangZf
16
65
mit
6
Official Implementation of Unweighted Data Subsampling via Influence Function - AAAI 2020
aaai aaai2020 newton-cg subsampling noisy-labels influence-functions truncated-newton-method
Created 2019-11-12
20 commits to master branch, last one 3 years ago
ayaanzhaque
SDCNL ayaanzhaque
16
64
unknown
5
Deep Learning for Suicide and Depression Identification with Unsupervised Label Correction (ICANN 2021)
nlp noise reddit suicide icann2021 depression embeddings noisy-labels scraped-data deep-learning label-correction depression-classification depression-identification
Created 2021-01-31
16 commits to main branch, last one 3 years ago
nazmul-karim170
UNICON nazmul-karim170
14
60
mit
2
[CVPR'22] Official Implementation of the CVPR 2022 paper "UNICON: Combating Label Noise Through Uniform Selection and Contrastive Learning"
noisy-labels deep-learning machine-learning contrastive-learning deep-neural-networks label-noise-robustness semi-supervised-learning jensen-shannon-divergence
Created 2022-03-26
67 commits to main branch, last one 2 months ago
XinshaoAmosWang
ProSelfLC-AT XinshaoAmosWang
2
59
other
3
noisy labels; missing labels; semi-supervised learning; entropy; uncertainty; robustness and generalisation.
entropy uncertainty noisy-labels missing-labels robust-optimization knowledge-distillation semi-supervised-learning
Created 2020-06-07
40 commits to master branch, last one 2 years ago
penghu-cs
MRL penghu-cs
9
51
mit
3
Learning Cross-Modal Retrieval with Noisy Labels (CVPR 2021, PyTorch Code)
noisy-labels cross-modal-retrieval multimodal-deep-learning
Created 2021-04-06
103 commits to main branch, last one 2 years ago
XLearning-SCU
2021-CVPR-MvCLN XLearning-SCU
13
46
unknown
2
PyTorch implementation for Partially View-aligned Representation Learning with Noise-robust Contrastive Loss (CVPR 2021)
noisy-labels contrastive-loss multi-view-learning
Created 2021-03-24
10 commits to main branch, last one 2 years ago
XLearning-SCU
Awesome-Noisy-Correspondence XLearning-SCU
2
36
unknown
2
This is a summary of research on noisy correspondence. There may be omissions. If anything is missing please get in touch with us. Our emails: linyijie.gm@gmail.com yangmouxing@gmail.com qinyang.gm@gm...
noisy-labels noisy-correspondence
Created 2024-04-07
65 commits to main branch, last one 13 days ago
cxliu0
OA-MIL cxliu0
3
35
mit
3
[ECCV 2022] Robust Object Detection With Inaccurate Bounding Boxes
noisy-labels object-detection
Created 2022-07-11
12 commits to main branch, last one about a year ago
saran9991
llm-data-annotation saran9991
4
32
mit
0
Use Large Language Models like OpenAI's GPT-3.5 for data annotation and model enhancement. This framework combines human expertise with LLMs, employs Iterative Active Learning for continuous improveme...
dvc gpt llm nlp bert gpt-4 mlflow cleanlab fine-tuning noisy-labels gpt-3-5-turbo active-learning data-annotation confident-learning
Created 2023-07-28
38 commits to master branch, last one about a year ago
MrChenFeng
SSR_BMVC2022 MrChenFeng
7
30
mit
3
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise (BMVC2022)
pytorch noisy-labels deep-learning supervised-learning unsupervised-learning self-supervised-learning semi-supervised-learning
Created 2022-09-30
26 commits to main branch, last one 3 months ago