Limited Gradient Descent: Learning With Noisy Labels

Limited Gradient Descent: Learning With Noisy Labels

Label noise may affect the generalization of classifiers, and the effective learning of main patterns from samples with noisy labels is an important challenge. Recent studies have shown that deep neural networks tend to prioritize the learning of simple patterns over the memorization of noise patter...

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Bibliographic Details
Main Authors: Yi Sun, Yan Tian, Yiping Xu, Jianxiang Li
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Machine learning
noisy labels
deep neural networks
image classification
weakly supervised learning
reverse samples
Online Access:https://ieeexplore.ieee.org/document/8907880/

Internet

https://ieeexplore.ieee.org/document/8907880/

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