Author

Shelley Zixin Shu

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Open access Sep 2026

INFORMER-Interpretability-Founded Monitoring of Medical Image Deep Learning Models: Application to Chest X-ray Pathologies.

Findings indicate that gradient-level and graph-based analysis can enhance the effectiveness, transparency, and clinical applicability of quality control in multi-label medical image classification.

Shelley Zixin Shu, Aurélie Pahud de Mortanges, A. Poellinger et al. · Journal of imaging informati... · 0 citations

Preprint Aug 2026

HarMoE: Multi-Source Chest Radiograph Pretraining with Dataset-Disentangled Experts

This work proposes HarMoE, a dataset-aware mixture-of-experts framework that learns shared cross-dataset medical semantics while confining source-specific variation to lightweight residual experts in deeper decoder layers, and trains in a unified disease vocabulary with masked multi-dataset supervision, enabling the mo...

Haozhe Luo, Zi-Yu Zhou, Shelley Zixin Shu et al. · 0 citations