BPMambaMIL: A bio-inspired prototype-guided multiple instance learning for oncotype DX risk assessment in histopathology
•BPMambaMIL, a novel prototype-guided model, enhances breast cancer recurrence prediction from pathology images.•Bio-inspired prototype selection effectively captures complex histopathological features.•BPMambaMIL outperforms state-of-the-art models, especially in classifying high-risk Oncotype DX s...
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| Published in: | Computer methods and programs in biomedicine Vol. 272; p. 109039 |
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| Main Authors: | , , , , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Ireland
Elsevier B.V
01.12.2025
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| Subjects: | |
| ISSN: | 0169-2607, 1872-7565, 1872-7565 |
| Online Access: | Get full text |
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