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Ziying Hua on Muck Rack

Ziying Hua

As seen in: Frontiers in Medicine
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Articles

Domain-generalizable oral cancer classification: bridging multi-center histopathological datasets

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By Yushi Zhou, Ziying Hua
| Frontiers in Medicine
Abstract Deep models for oral squamous cell carcinoma (OSCC) detection from haematoxylin-eosin histopathology degrade sharply across laboratories, scanners and magnifications, yet the target centre is usually unavailable during training, making generalization to unseen domains the decisive requirement for reliable screening.
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