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Author

Xiaoyan Li

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Preprint Aug 2026

Interpretable Fundus Image Classification via Ring-Based Retinal Vasculature Features

Retinal fundus photography is widely used for screening and monitoring ocular diseases, but many modern classification pipelines rely on deep latent representations and provide limited interpretability. This study develops an interpretable fundus image classification framework based on a ring-structured representation...

Xiao-Yan Li, Shi-Qian Xu, Arvind Gupta et al. · 0 citations
#machine learning Open access Apr 2026

Leakage-audited benchmarking reveals limited evidence for cross-subject auditory-evoked EEG vowel perception decoding

Evidence for reliable cross-subject five-vowel decoding is limited within this dataset and protocol, and the benchmark provides a reproducible chain from source rows to retained epochs, predictions, participant-level metrics, multiplicity-adjusted inference, and bounded diagnostic analyses.

Xiao-Yan Li, Ze-Yan Tao · 0 citations

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