deep_learning_with_noisy_labels_literature

chenpf1025/noisy_label_understanding_utilizing90

Label noise study

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

weijiaheng/advances-in-label-noise-learning696

Noisy label learning

A curated collection of papers and resources on learning with noisy labels in machine learning

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

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

pimentel/deep_learning_papers185

Bio Deep Learning Papers

A collection of papers on deep learning applications in computational biology

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.

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.

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

dathoangnd/gonet82

Neural network library

A Go module implementing a multi-layer Neural Network for machine learning tasks

delchiaro/training-cnn-noisy-labels-keras6

Label noise handler

An implementation of a deep learning training method for handling noisy labels in convolutional neural networks using the VGG-16 network architecture.

hjimce/o2u-net77

Label noise detector

An approach to detect noise in labels used with deep neural networks during training

google-deepmind/jraph1.4K

Graph library

A lightweight library for working with graph neural networks in jax.

nust-machine-intelligence-laboratory/jo-src5

Noisy label solver

An implementation of a contrastive learning approach to address noisy labels in machine learning models

vdenberg/noisy-label-neural-network3

Noisy Label Algorithm

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

mzaradzki/neuralnets162

Deep learning experiments

An experiment with various deep learning libraries and frameworks on images and time series data