Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring

Meili Ren, Mengxing Huang, Yu Zhang, Zhijun Zhang, Meiyan Ren

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DOI: 10.1038/s41598-025-00048-9
Published: 2025-05-08
Container: Scientific Reports
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-025-00048-9,
  title = {Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring},
  author = {Meili Ren and Mengxing Huang and Yu Zhang and Zhijun Zhang and Meiyan Ren},
  year = {2025},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-025-00048-9},
  url = {https://doi.org/10.1038/s41598-025-00048-9}
}

RIS

TY  - JOUR
TI  - Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring
AU  - Meili Ren
AU  - Mengxing Huang
AU  - Yu Zhang
AU  - Zhijun Zhang
AU  - Meiyan Ren
PY  - 2025
JO  - Scientific Reports
DO  - 10.1038/s41598-025-00048-9
UR  - https://doi.org/10.1038/s41598-025-00048-9
ER  -

APA

Ren, M., Huang, M., Zhang, Y., Zhang, Z., & Ren, M. (2025). Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring. Scientific Reports. https://doi.org/10.1038/s41598-025-00048-9

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crossref · retrieved 2026-09-25T19:38:00.067Z