Ensemble Learning Model: A Novel Technique to Detect Malignancy in Effusion Cytology
To our knowledge, this is the first study applying a six-model ensemble deep learning approach in effusion cytology. The combined transfer learning framework demonstrated excellent diagnostic performance and may serve as a future tool for carcinoma detection in effusion cytology.
Authors
- Nupur Pradhan (ORCID: https://orcid.org/0009-0002-7621-7735)
- Pranab Dey (ORCID: https://orcid.org/0000-0001-9297-5400)
- Saumya Sahu
Institutions
- Homi Bhabha National Institute (IN)
- Post Graduate Institute of Medical Education and Research (IN)
- All India Institute of Medical Sciences (IN)
Publication Details
- Journal
- Cytopathology
- Published
- 2025-11-08
- DOI
- https://doi.org/10.1111/cyt.70036
- Primary Topic
- AI in cancer detection
- Type
- article
- Field-Weighted Citation Impact
- 0.00