O2U-Net

Label noise detector

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

paper "O2U-Net: A Simple Noisy Label Detection Approach for Deep Neural Networks" code

GitHub

77 stars
4 watching
12 forks
Language: Python
last commit: over 2 years ago

Related projects:

Repository Description Stars
chenpf1025/idn Provides tools and data for studying instance-dependent label noise in deep neural networks, with a focus on combating noisy labels 35
hongxin001/odnl An implementation of a method to improve model robustness against inherent label noise in machine learning models 19
jxr326/swinmcnet A Python-based object detection framework utilizing transformers and computer vision techniques to detect salient objects in RGB-thermal images 16
udibr/noisy_labels This project explores how to adapt neural networks to noisy labels by introducing a mechanism that can learn to correct the errors. 118
chenpf1025/noisy_label_understanding_utilizing An investigation into deep learning models trained with noisy labels and methods to improve their accuracy. 90
uds-lsv/multi-tasking_learning_with_unreliable_labels An open source software project that extends an existing algorithm to handle noisy labels in machine learning for low-resource data generation. 8
pxiangwu/topofilter Develops and evaluates machine learning algorithms to mitigate the effects of noisy labels in supervised learning. 29
gorkemalgan/deep_learning_with_noisy_labels_literature A collection of papers and repos on deep learning with noisy labels. 235
hekun-nvidia/py-darknet-yolo A Python interface to YOLO object detection software using Darknet 27
nust-machine-intelligence-laboratory/jo-src An implementation of a contrastive learning approach to address noisy labels in machine learning models 5
ryo-ito/noisy-labels-neural-network An implementation of a neural network training method using noisy labels 5
delchiaro/training-cnn-noisy-labels-keras An implementation of a deep learning training method for handling noisy labels in convolutional neural networks using the VGG-16 network architecture. 6
cysu/noisy_label A repository providing code and scripts for training image classification models on noisy labeled data 115
kthyeon/fine_official An implementation of a method for training machine learning models using noisy labels 38
mmazeika/glc A method to train deep learning classifiers on noisy labels using a small set of trusted data 86