Development of a Transfer Learning-Based, Multimodal Neural Network for Identifying Malignant Dermatological Lesions From Smartphone Images
A transfer learning-based, multimodal neural network can accurately identify malignant skin lesions from smartphone images and clinical data. External validation with larger, more diverse datasets is needed to assess the model's generalisability and support clinical adoption.
Authors
- Jiawen Deng (ORCID: https://orcid.org/0000-0002-8274-6468)
- Kaden Venugopal (ORCID: https://orcid.org/0000-0002-2519-9381)
- Eddie Guo (ORCID: https://orcid.org/0000-0002-7223-0505)
- Heather Jianbo Zhao (ORCID: https://orcid.org/0000-0002-4116-9211)
- Myron Moskalyk (ORCID: https://orcid.org/0009-0003-4136-6981)
Institutions
- University of Ottawa (CA)
- University of Calgary (CA)
- University of Toronto (CA)
- Queen's University (CA)
- Public Health Ontario (CA)
Publication Details
- Journal
- Cancer Informatics
- Published
- 2025-06-24
- DOI
- https://doi.org/10.1177/11769351251349891
- Citations
- 1
- Primary Topic
- Cutaneous Melanoma Detection and Management
- Type
- article
- Field-Weighted Citation Impact
- 1.05