Author

Ya-Lin Zheng

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Open access Sep 2026

Deep Learning Classification of Uveal Melanoma and Metastatic Carcinoma on Cytology Specimens: A Single-Center Experience

Purpose Differentiating between a choroidal melanoma and metastatic carcinoma to the choroid on cytological specimens presents significant diagnostic challenges due to subtle morphological differences in the sparse cells available in the sample and the increasing scarcity of specialist ocular pathologists. This study d...

Maxine Jackson, H. Kalirai, Rumana N. Hussain et al. · Investigative Ophthalmology... · 0 citations

Open access Sep 2026

T2ID: Towards trustworthy incomplete modality diagnosis via dual-axis adaptive completion and confidence-aware integration.

The T2ID is proposed, a multimodal diagnostic framework, which adaptively completes missing modalities and explicitly models cross-modal interactions while maintaining trustworthiness and robustness against missing modality scenarios.

Jing Li, Qin-Kai Yu, Fei-Xiang Zhou et al. · Medical Image Analysis · 0 citations

Aug 2026

Available View Set-guided multi-view retinal disease classification from OCT and OCTA.

The Adaptive Multi-View Transformer with Uncertainty (AMTU) is proposed, designed to exploit complementary information while reducing the discriminative dependency on the integrity of the Available View Set.

Li-Tong Ma, Ya-Lin Zheng, Shan-Shan Wang et al. · Journal of imaging informati... · 0 citations