The Development and Evaluation of a Convolutional Neural Network for Cutaneous Melanoma Detection in Whole Slide Images
We have developed a convolutional neural network that accurately detects invasive cutaneous conventional melanoma in whole slide images from multiple data sources. Future work should assess the use of this network to generate metrics for survival prediction.
Authors
- Sally J. O’Shea (ORCID: https://orcid.org/0000-0002-1588-6022)
- Darren Treanor (ORCID: https://orcid.org/0000-0002-4579-484X)
- Emily L. Clarke (ORCID: https://orcid.org/0000-0001-7106-9898)
- Derek Magee (ORCID: https://orcid.org/0000-0003-2170-3103)
- Robert H. Insall (ORCID: https://orcid.org/0000-0003-4898-040X)
- Nigel G. Maher (ORCID: https://orcid.org/0000-0002-8140-2719)
- Richard A. Scolyer (ORCID: https://orcid.org/0000-0002-8991-0013)
- Julia Newton‐Bishop (ORCID: https://orcid.org/0000-0001-9147-6802)
- William Merchant
- Anisah Ali
- Grace Farnworth
Institutions
- Linköping University (SE)
- The University of Sydney (AU)
- University of Leeds (GB)
- University College Cork (IE)
- Leeds Teaching Hospitals NHS Trust (GB)
- Royal Prince Alfred Hospital (AU)
- MRC Laboratory for Molecular Cell Biology (GB)
- South Infirmary Victoria University Hospital (IE)
- Melanoma Institute Australia (AU)
- The Maltsters' Association of Great Britain (United Kingdom) (GB)
- University College London (GB)
Publication Details
- Journal
- Archives of Pathology & Laboratory Medicine
- Published
- 2024-12-12
- DOI
- https://doi.org/10.5858/arpa.2024-0094-oa
- Citations
- 1
- Primary Topic
- Cutaneous Melanoma Detection and Management
- Type
- article
- Field-Weighted Citation Impact
- 0.28
Funders
- F. Hoffmann-La Roche
- Royal College of Pathologists of Australasia
- Nuclear Power Institute of China
- UK Research and Innovation
- National Institute for Health and Care Research
- Department of Health and Social Care
- University of Leeds
- Melanoma Institute Australia
- Qbiotics
- National Institutes of Health
- Medical Research Council
- National Health and Medical Research Council
- Leeds Biomedical Research Centre