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Label-wise reliability-aware classifier for robust chest X-ray multi-label classification | Synapse
March 3, 2026
Label-wise reliability-aware classifier for robust chest X-ray multi-label classification
WY
Wenkai Ye
XY
Xichen Ye
Shanghai University
HY
Hang Yao
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Key Points
The classifier improves chest X-ray multi-label classification accuracy, indicating a significant advancement in image analysis.
Achieving a 15% enhancement in reliability compared to traditional models highlights its effectiveness.
Assessment utilized a novel reliability-aware approach to classify multiple labels accurately from chest X-rays.
Supports the need for robust diagnostic tools, especially in complex medical imaging scenarios.
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Ye et al. (Wed,) studied this question.
synapsesocial.com/papers/69a76069c6e9836116a2d23d
https://doi.org/https://doi.org/10.1016/j.eswa.2026.131438