Ashfaq A. Marghoob

Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study

Philipp Tschandl, Noel Codella, Bengü Nisa Akay et al. · The Lancet Oncology · 2019 · 513 citations · Full text

Diagnostic Study, Engineering, Machine Learning +16

Border detection in dermoscopy images using statistical region merging

M. Emre Celebi, Hassan A. Kingravi, Hitoshi Iyatomi et al. · Skin Research and Technology · 2008 · 363 citations

Expert-Level Diagnosis of Nonpigmented Skin Cancer by Combined Convolutional Neural Networks

Philipp Tschandl, Cliff Rosendahl, Bengü Nisa Akay et al. · JAMA Dermatology · 2018 · 320 citations · Full text

Results of the 2016 International Skin Imaging Collaboration International Symposium on Biomedical Imaging challenge: Comparison of the accuracy of computer algorithms to dermatologists for the diagnosis of melanoma from dermoscopic images

Michael A. Marchetti, Noel Codella, Stephen W. Dusza et al. · Journal of the American Academy of Dermatology · 2017 · 318 citations · Full text

Dermoscopic Image, Image Analysis, Engineering +11

Large Congenital Melanocytic Nevi and the Risk for Development of Malignant Melanoma and Neurocutaneous Melanocytosis

Flávia Vasques Bittencourt, Ashfaq A. Marghoob, Alfred W. Kopf et al. · PEDIATRICS · 2000 · 306 citations