noisy-label-learning

There are 1 repository under noisy-label-learning topic.

weijiaheng / Advances-in-Label-Noise-Learning
A curated (most recent) list of resources for Learning with Noisy Labels
noisy-labels robustness label-noise noisy-label-learning deep-neural-networks weakly-supervised-learning robust-learning learning-with-noisy-labels deep-learning international-conference paper conference noisy-data unreliable-labels robust-machine-learning learning-with-label-noise
703
Chrisding / seal
Code for Simultaneous Edge Alignment and Learning (SEAL)
computer-vision deep-learning edge-detection boundary-detection noisy-label-learning energy-minimization
Language:C++ 125
chengtan9907 / Co-learning
The official implementation of the ACM MM'21 paper Co-learning: Learning from noisy labels with self-supervision.
awesome-list benchmark cifar10 cifar100 contrastive-learning deep-learning label-noise noisy-label-learning noisy-labels pytorch self-supervised-learning semi-supervised-learning
Language:Python 124
UCSC-REAL / negative-label-smoothing
[ICML2022 Long Talk] Official Pytorch implementation of "To Smooth or Not? When Label Smoothing Meets Noisy Labels"
label-noise label-smoothing noisy-label-learning noisy-labels robustness trustworthy-machine-learning
Language:Python 97
zyh-uaiaaaa / Erasing-Attention-Consistency
Official implementation of the ECCV2022 paper: Learn From All: Erasing Attention Consistency for Noisy Label Facial Expression Recognition
deep-learning facial-expression-recognition noisy-label-learning pytorch attention eccv image-classification
Language:Python 89
Hzzone / TCL
Twin Contrastive Learning with Noisy Labels (CVPR 2023)
noisy-label-learning noisy-labels
Language:Python 70
weijiaheng / Robust-f-divergence-measures
[ICLR2021] Official Pytorch implementation of "When Optimizing f-Divergence is Robust with Label noise"
label-noise noisy-labels f-divergence deep-neural-networks noisy-label-learning robustness
Language:Python 67
smartyfh / MultiWOZ2.4
MultiWOZ 2.4: A Multi-Domain Task-Oriented Dialogue Dataset
task-oriented-dialogue dialogue-state-tracking noisy-label-learning
Language:Python 66
zyh-uaiaaaa / Relative-Uncertainty-Learning
Official implementation of our NeurIPS2021 paper: Relative Uncertainty Learning for Facial Expression Recognition
facial-expression-recognition uncertainty-estimation pytorch deep-learning image-classification nips noisy-label-learning
Language:Python 55
yingyichen-cyy / Nested-Co-teaching
(L2ID@CVPR2021, TNNLS2022) Boosting Co-teaching with Compression Regularization for Label Noise
noisy-label-learning cvpr-workshop-2021 clothing1m animal-10n
Language:Python 51
Sprinter1999 / FedLSR
Official codes for ACM CIKM '22 full paper: Towards Federated Learning against Noisy Labels via Local Self-Regularization
federated-learning noisy-label-learning weakly-supervised-learning
Language:Jupyter Notebook 50
yingyichen-cyy / JigsawViT
(Pattern Recognition Letters 2023) PyTorch implementation of "Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer"
adversarial-examples clothing1m food101 imagenet noisy-label-learning transformer
Language:Python 43
Kthyeon / FINE_official
NeurIPS 2021, "Fine Samples for Learning with Noisy Labels"
noisy-label-learning semi-supervised-learning neurips2021 machine-learning pytorch
Language:Python 39
arghosh / noisy_label_pretrain
noisy-label-learning noisy-labels contrastive-learning meta-weight-net cvpr cvpr2021
Language:Python 32
LARS-research / S2E
Q. Yao, H. Yang, B. Han, G. Niu, J. Kwok. Searching to Exploit Memorization Effect in Learning from Noisy Labels. ICML 2020
noisy-label-learning automl
Language:Python 23
ShuoYang-1998 / BLTM
[ICML'2022] Estimating Instance-dependent Bayes-label Transition Matrix using a Deep Neural Network
icml noisy-label-learning
Language:Python 20
Huster-Hq / MonoBox
[AAAI 2025] MonoBox: Tightness-free Box-supervised Polyp Segmentation using Monotonicity Constraint
aaai2025 computer-vision deep-learning noisy-label-learning polyp-segmentation pytorch segmentation weakly-supervised-learning
Language:Python 17
Sprinter1999 / FedELC
Official codes for ACM CIKM '24 full paper: Tackling Noisy Clients in Federated Learning with End-to-end Label Correction
label-correction noisy-label-learning
Language:Python 16
clownrat6 / Out-of-Candidate-Rectification
[cvpr2023] implementation of out-of-candidate rectification methods
cvpr cvpr2023 noisy-label-learning semantic-segmentation weakly-supervised-learning
15
Sprinter1999 / FNBench
Official codes for FNBench: Benchmarking Robust Federated Learning against Noisy Labels
benchmark noisy-label-learning weakly-supervised-learning
Language:Python 13
jongwooko / ALASCA
Code for the paper "A Gift from Label Smoothing: Robust Training with Adaptive Label Smoothing via Auxiliary Classifier under Label Noise" (AAAI 2023)
deep-learning image-classification noisy-label-learning pytorch pytorch-implementation
Language:Python 9
BeileiCui / MS-TFAL
[MICCAI'2023] Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video Segmentation
medical-imaging noisy-label-learning semantic-segmentation video-segmentation feature-affinity
Language:Python 8
junchenzhi / Neural-Hidden-CRF
Code for the KDD-2023 paper: Neural-Hidden-CRF: A Robust Weakly-Supervised Sequence Labeler
data-programming learning-from-crowds learning-from-human-feedback named-entity-recognition noisy-label-learning noisy-labels sequence-labeling snorkel weak-labels weak-supervision weakly-supervised-learning crowdsourcing truth-inference
Language:Python 8
zchoi / SNLC
[PR23] The implementation of the paper ''Learning Visual Question Answering on Controlled Semantic Noisy Labels''
noisy-label-learning pytorch-implementation vqa pattern-recognition computer-vision
Language:Python 8
26hzhang / CoTeaching
A TensorFlow implementation of "Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels"
noisy-labels noisy-label-learning deep-learning pytorch tensorflow
Language:Python 7
LanXiaoPang613 / C2MT
This is the official code for C2MT: Cross-to-merge training with class balance strategy for learning with noisy labels
noisy-label-learning
Language:Python 6
jonathanwilton / RobustDecisionTrees
A python implementation of tree methods for learning with noisy labels.
decision-tree-classifier noisy-label-learning weakly-supervised-learning random-forest
Language:Python 5
SAITPublic / CrossSplit
Official Pytorch Implementation of CrossSplit (ICML 2023)
noisy-label-learning
Language:Python 2
senli1073 / LaNCoR
Label Noise-Contrastive Robust Learning for Seismic Signal Processing
deep-learning microseismic seismology noisy-label-learning
Language:Python 2
harit7 / Mangrove
Lifting Weak Supervision To Structured Prediction (NeurIPS '22)
noisy-label-learning noisy-labels non-euclidean-geometry structured-prediction weak-supervision tensor-decomposition
Language:Jupyter Notebook 1
VeerendraRajkumar / ABAW2023DMACS
This is the official code for our submission in the expression track of ABAW 2023 competition as a part of CVPR 2023.
aff-wild computer-vision deep-learning expression-classification facial-expression-recognition noisy-label-learning semi-supervised-learning pytorch
Language:Python 1
7d1-z / inlc
Code for "Long-tailed learning with in- and out-of-distribution noisy labels in the open-world (开放世界下带有分布内和分布外噪声的长尾学习)"
noisy-label-learning pytorch long-tailed-recognition
Language:Python
dimasthoriq / data-centric-image-classification
Applying various data engineering techniques into image classification task for KAIST DS801 term project
data-centric-ai image-classification imbalanced-learning noisy-label-learning
Language:Jupyter Notebook
Fsoft-AIC / SBDC
[ICCV 2025] Guiding Noisy Label Conditional Diffusion Models with Score-based Discriminator Correction
conditional-generation diffusion-models noisy-label-learning
Language:Jupyter Notebook
Sprinter1999 / Clothing1M_FedAvg
Distributed Learning on the real-world noisy dataset Clothing1M
noisy-label-learning
Language:Jupyter Notebook

noisy-label-learning

weijiaheng / Advances-in-Label-Noise-Learning

Chrisding / seal

chengtan9907 / Co-learning

UCSC-REAL / negative-label-smoothing

zyh-uaiaaaa / Erasing-Attention-Consistency

Hzzone / TCL

weijiaheng / Robust-f-divergence-measures

smartyfh / MultiWOZ2.4

zyh-uaiaaaa / Relative-Uncertainty-Learning

yingyichen-cyy / Nested-Co-teaching

Sprinter1999 / FedLSR

yingyichen-cyy / JigsawViT

Kthyeon / FINE_official

arghosh / noisy_label_pretrain

LARS-research / S2E

ShuoYang-1998 / BLTM

Huster-Hq / MonoBox

Sprinter1999 / FedELC

clownrat6 / Out-of-Candidate-Rectification

Sprinter1999 / FNBench

jongwooko / ALASCA

BeileiCui / MS-TFAL

junchenzhi / Neural-Hidden-CRF

zchoi / SNLC

26hzhang / CoTeaching

LanXiaoPang613 / C2MT

jonathanwilton / RobustDecisionTrees

SAITPublic / CrossSplit

senli1073 / LaNCoR

harit7 / Mangrove

VeerendraRajkumar / ABAW2023DMACS

7d1-z / inlc

dimasthoriq / data-centric-image-classification

Fsoft-AIC / SBDC

Sprinter1999 / Clothing1M_FedAvg