Skin lesion analysis toward melanoma detection: A challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), hosted by the International Skin Imaging Collaboration (ISIC) Conference Paper
| Authors: | Codella, N. C. F.; Gutman, D.; Celebi, M. E.; Helba, B.; Marchetti, M. A.; Dusza, S. W.; Kalloo, A.; Liopyris, K.; Mishra, N.; Kittler, H.; Halpern, A. |
| Title: | Skin lesion analysis toward melanoma detection: A challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), hosted by the International Skin Imaging Collaboration (ISIC) |
| Conference Title: | 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) |
| Abstract: | This article describes the design, implementation, and results of the latest installment of the dermoscopic image analysis benchmark challenge. The goal is to support research and development of algorithms for automated diagnosis of melanoma, the most lethal skin cancer. The challenge was divided into 3 tasks: lesion segmentation, feature detection, and disease classification. Participation involved 593 registrations, 81 pre-submissions, 46 finalized submissions (including a 4-page manuscript), and approximately 50 attendees, making this the largest standardized and comparative study in this field to date. While the official challenge duration and ranking of participants has concluded, the dataset snapshots remain available for further research and development. © 2018 IEEE. |
| Keywords: | melanoma; dermoscopy; skin cancer; oncology; medical imaging; diagnosis; dermatology; diseases; skin cancers; challenge; dataset; deep learning |
| Journal Title | International Symposium on Biomedical Imaging. Proceedings |
| Conference Dates: | 2018 Apr 4-7 |
| Conference Location: | Washington, D.C. |
| ISBN: | 1945-7928 |
| Publisher: | IEEE |
| Date Published: | 2018-01-01 |
| Start Page: | 168 |
| End Page: | 172 |
| Language: | English |
| DOI: | 10.1109/isbi.2018.8363547 |
| PROVIDER: | scopus |
| DOI/URL: | |
| Notes: | ISBN: 978-1-5386-3636-7 -- Conference Paper -- Export Date: 2 July 2018 -- Source: Scopus |
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