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6.1 udpate README
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tangminji committed May 13, 2024
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# Uncertainty-guided Label Correction with Wavelet-transformed Discriminative Representation Enhancement
This repository accompanies the research paper, [Uncertainty-guided Label Correction with Wavelet-transformed Discriminative Representation Enhancement](https://www.sciencedirect.com/science/article/abs/pii/S0893608024003071) (accepted at Neural Networks 2024).
Our work and code are adapted from "[Extended T: Learning with Mixed Closed-set and Open-set Noisy Labels](https://ieeexplore.ieee.org/abstract/document/9790332)" (Zhang et al., IEEE Transactions on Pattern Analysis and Machine Intelligence 2022)
Our code is adapted from "[Extended T: Learning with Mixed Closed-set and Open-set Noisy Labels](https://ieeexplore.ieee.org/abstract/document/9790332)" (Zhang et al., IEEE Transactions on Pattern Analysis and Machine Intelligence 2022)

## ULTRA
Identifying noise is challenging because noisy samples closely resemble true positives. Existing approaches often assume a single noise source, oversimplify closed-set noise, or treat open-set noise as toxic and eliminate it, resulting in limited practical effects. To address these issues, we present a novel approach named uncertaintyguided label correction with wavelet-transformed discriminative representation enhancement (Ultra),
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