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Preprint Oct 2026

Masked Feature Encoding for Large-Scale Whole Slide Image Representation

Whole slide image (WSI) analysis in computational pathology follows a multiple instance learning (MIL) pipeline where patch embeddings are extracted independently and aggregated for slide-level prediction, but within-slide variance from staining, scanner, and local texture can overwhelm the discriminative signal. We pr...

Hao-Yu He, B. Tessier-Cloutier, Yang Wang et al. · 0 citations
Open access Sep 2026

Application of synthetic computed tomography based on a deep learning model in pelvic radiotherapy planning: A feasibility study

Abstract Background While computed tomography (CT) remains an important imaging modality in radiotherapy planning, magnetic resonance imaging (MRI)‐only workflow, often realized via the generation of synthetic computed tomography (sCT), is desired due to superior soft‐tissue contrast and less susceptibility to registra...

Feng-Nian Lin, Jin-Yan Hu, Zhao-Zhe Li et al. · 0 citations

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