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Top 8 noisy-labels open source projects

NLNL-Negative-Learning-for-Noisy-Labels

NLNL: Negative Learning for Noisy Labels

✭ 70

python shell pytorch noisy-labels negative-learning nlnl

AAAI 2021: Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise

✭ 21

python deep-neural-networks noisy-data label-noise noisy-labels robust-learning instance-dependent-noise

noisy label understanding utilizing

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

✭ 82

python robust icml noisy-labels

noisy labels; missing labels; semi-supervised learning; entropy; uncertainty; robustness and generalisation.

✭ 45

HTML python entropy uncertainty semi-supervised-learning robust-optimization knowledge-distillation noisy-labels missing-labels

Active-Passive-Losses

[ICML2020] Normalized Loss Functions for Deep Learning with Noisy Labels

✭ 92

python shell deep-neural-networks deep-learning pytorch icml noisy-data label-noise noisy-labels unreliable-labels robust-learning icml-2020

Advances-in-Label-Noise-Learning

A curated (most recent) list of resources for Learning with Noisy Labels

✭ 360

deep-neural-networks deep-learning conference paper weakly-supervised-learning robustness international-conference noisy-data label-noise robust-machine-learning noisy-labels noisy-label-learning learning-with-noisy-labels unreliable-labels robust-learning learning-with-label-noise

Noisy-Labels-with-Bootstrapping

Keras implementation of Training Deep Neural Networks on Noisy Labels with Bootstrapping, Reed et al. 2015

✭ 22

python deep-learning noisy-labels

PyTorch implementation of "Contrast to Divide: self-supervised pre-training for learning with noisy labels"

✭ 59

python deep-learning pytorch cifar-10 noisy-labels clothing1m

1-8 of 8 noisy-labels projects