Multiscale tumor characterization in histopathology via self-distilled transformers and topology-aware visual encoding
Abstract The increasing complexity of whole slide images in histopathology requires models that would be accurate across magnifications while being robust to visual, topological, and contextual variations in the setting. Thus far, existing approaches have either failed to generalize across various r...
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| Автори: | , , , , , |
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| Формат: | Artigo |
| Мова: | Inglês |
| Опубліковано: |
Nature Portfolio
2025-12-01
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| Серія: | Scientific Reports |
| Предмети: | |
| Онлайн доступ: | https://doi.org/10.1038/s41598-025-27748-6 |
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