Advances-in-Label-Noise-Learning

chenpf1025/noisy_label_understanding_utilizing90

Label noise study

An investigation into deep learning models trained with noisy labels and methods to improve their accuracy.

gorkemalgan/deep_learning_with_noisy_labels_literature235

Deep Learning Study

A collection of papers and repos on deep learning with noisy labels.

chenpf1025/idn35

Label noise toolset

Provides tools and data for studying instance-dependent label noise in deep neural networks, with a focus on combating noisy labels

kthyeon/fine_official39

Sample selection

Implementation of a method to improve machine learning models trained with noisy labels by selecting and collaborating with high-quality samples

dr-darryl-wright/noisy-labels-with-bootstrapping22

Deep learning on noisy data

An implementation of training deep neural networks on noisy labels with bootstrapping using Keras

ryo-ito/noisy-labels-neural-network5

Noisy label trainer

An implementation of a neural network training method using noisy labels

pxiangwu/topofilter30

Label noise mitigation

Develops and evaluates machine learning algorithms to mitigate the effects of noisy labels in supervised learning.

udibr/noisy_labels118

Label correction mechanism

This project explores how to adapt neural networks to noisy labels by introducing a mechanism that can learn to correct the errors.

vdenberg/noisy-label-neural-network3

Noisy Label Algorithm

An implementation of a neural network algorithm designed to improve performance on noisy labeled data

uds-lsv/multi-tasking_learning_with_unreliable_labels8

Noisy label handling tool

An open source software project that extends an existing algorithm to handle noisy labels in machine learning for low-resource data generation.

cysu/noisy_label116

Noisy Label Training

A repository providing code and scripts for training image classification models on noisy labeled data

xiaoboxia/t-revision97

Noisy label solver

A PyTorch implementation of a method for learning with noisy labels in deep neural networks

qizhouwang/instance-dependent-label-noise9

Label correction model

Tackles label noise in machine learning by developing a probabilistic model to correct instance-dependent errors

xiaoboxia/cdr75

Label noise mitigation method

An implementation of a PyTorch-based deep learning method to improve robustness against noisy labels in image classification tasks

hongxin001/odnl19

Label noise mitigator

An implementation of a method to improve model robustness against inherent label noise in machine learning models