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集合主题趋势排行榜
#

noisy-labels

Website
Wikipedia
https://static.github-zh.com/github_avatars/cleanlab?size=40
cleanlab / cleanlab

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

weak-supervisiondata-cleaningdata-quality数据科学noisy-labelsdata-centric-aiout-of-distribution-detectionoutlier-detectionactive-learningdata-labelingdata-profilingdata-validationlabelingdata-curationannotationDataOpsdataquality大语言模型数据集exploratory-data-analysis
Python 10.61 k
12 天前
https://static.github-zh.com/github_avatars/subeeshvasu?size=40
subeeshvasu / Awesome-Learning-with-Label-Noise

A curated list of resources for Learning with Noisy Labels

noisy-labels深度神经网络noisy-data
2.68 k
1 个月前
https://static.github-zh.com/github_avatars/Renumics?size=40
Renumics / awesome-open-data-centric-ai

#自然语言处理#Curated list of open source tooling for data-centric AI on unstructured data.

Awesome Listsdata-centric-aidata-curationdata-versioning数据可视化explainable-aiactive-learningfeature-vectorrobust-machine-learningbias-detection机器视觉data-drift深度学习自然语言处理noisy-labelsoutlier-detectionsynthetic-datauncertainty-estimation机器学习
718
2 年前
https://static.github-zh.com/github_avatars/weijiaheng?size=40
weijiaheng / Advances-in-Label-Noise-Learning

#计算机科学#A curated (most recent) list of resources for Learning with Noisy Labels

noisy-labelsrobustness深度神经网络learning-with-noisy-labels深度学习Bukkitconferencenoisy-datarobust-machine-learning
699
8 个月前
https://static.github-zh.com/github_avatars/encord-team?size=40
encord-team / encord-active

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

机器视觉data数据科学data-validation深度学习机器学习mlopsPythonactive-learningannotationsdata-centricdata-cleaningdata-qualitylabel-errorsnoisy-labelsobject-detection
Python 449
24 天前
https://static.github-zh.com/github_avatars/shengliu66?size=40
shengliu66 / ELR

#计算机科学#Official Implementation of Early-Learning Regularization Prevents Memorization of Noisy Labels

noisy-labels深度学习statistical-learning
Python 296
2 年前
https://static.github-zh.com/github_avatars/xjtushujun?size=40
xjtushujun / meta-weight-net

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

meta-learningnoisy-labels
Python 289
4 年前
https://static.github-zh.com/github_avatars/YisenWang?size=40
YisenWang / symmetric_cross_entropy_for_noisy_labels

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

noisy-labelsiccv2019
Python 170
4 年前
https://static.github-zh.com/github_avatars/HanxunH?size=40
HanxunH / Active-Passive-Losses

#计算机科学#[ICML2020] Normalized Loss Functions for Deep Learning with Noisy Labels

PyTorchicmlnoisy-labels深度学习深度神经网络noisy-data
Python 137
1 年前
https://static.github-zh.com/github_avatars/huangyangyu?size=40
huangyangyu / NoiseFace

#人脸识别#Noise-Tolerant Paradigm for Training Face Recognition CNNs [Official, CVPR 2019]

face-recognitionnoisy-labelscnncaffecvpr2019
Python 136
6 年前
https://static.github-zh.com/github_avatars/chengtan9907?size=40
chengtan9907 / Co-learning

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

Awesome Listsbenchmarkcifar10cifar100contrastive-learning深度学习noisy-labelsPyTorchself-supervised-learningsemi-supervised-learning
Python 121
3 年前
https://static.github-zh.com/github_avatars/ydkim1293?size=40
ydkim1293 / NLNL-Negative-Learning-for-Noisy-Labels

NLNL: Negative Learning for Noisy Labels

PyTorchnoisy-labels
Python 104
6 年前
https://static.github-zh.com/github_avatars/UCSC-REAL?size=40
UCSC-REAL / negative-label-smoothing

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

noisy-labelsrobustness
Python 96
3 年前
https://static.github-zh.com/github_avatars/chenpf1025?size=40
chenpf1025 / noisy_label_understanding_utilizing

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

noisy-labelsrobusticml
Python 91
5 年前
https://static.github-zh.com/github_avatars/salesforce?size=40
salesforce / MoPro

MoPro: Webly Supervised Learning

representation-learningnoisy-labels
Python 87
1 个月前
https://static.github-zh.com/github_avatars/Kangningthu?size=40
Kangningthu / ADELE

#计算机科学#Adaptive Early-Learning Correction for Segmentation from Noisy Annotations (CVPR 2022 Oral)

机器视觉深度学习机器学习noisy-labelssegmentation
Python 85
3 年前
https://static.github-zh.com/github_avatars/zhangchbin?size=40
zhangchbin / OnlineLabelSmoothing

#计算机科学#The official code for the paper "Delving Deep into Label Smoothing", IEEE TIP 2021

regularizationclassificationnoisy-labelsadversarial-attacksrobustness深度学习PyTorch
Python 80
3 年前
https://static.github-zh.com/github_avatars/moucheng2017?size=40
moucheng2017 / Med-Noisy-Labels

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

noisy-labelssegmentation
Python 73
2 年前
https://static.github-zh.com/github_avatars/ContrastToDivide?size=40
ContrastToDivide / C2D

#计算机科学#PyTorch implementation of "Contrast to Divide: self-supervised pre-training for learning with noisy labels"

深度学习PyTorchnoisy-labelscifar-10
Python 71
4 年前
https://static.github-zh.com/github_avatars/Hzzone?size=40
Hzzone / TCL

Twin Contrastive Learning with Noisy Labels (CVPR 2023)

noisy-labels
Python 70
2 年前
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