Automated melanoma detection. An algorithm inspired from human intelligence characterizing disordered pattern of melanocytic lesions improving a convolutional neural network

Jilliana Monnier; Arthur Cartel Gouabou Foahom; Meryem Serdi; Jules Collenne; Rabah Iguernaissi; Marie-Aleth Richard; Caroline Gaudy-Marqueste; Jean-Luc Damoiseaux; Jean-Jacques Grob; Djamal Merad

doi:10.1016/j.jaad.2024.02.063

Automated melanoma detection. An algorithm inspired from human intelligence characterizing disordered pattern of melanocytic lesions improving a convolutional neural network

J Am Acad Dermatol. 2024 Apr 11:S0190-9622(24)00630-3. doi: 10.1016/j.jaad.2024.02.063. Online ahead of print.

Affiliations

¹ Aix-Marseille Univ, Université de Marseille, CNRS UMR 7020, Laboratoire d'Informatique et Systèmes, Marseille, France; Centre de Recherche en Cancérologie de Marseille, Inserm UMR1068, CNRS UMR7258, Aix-Marseille University, Marseille, France; Dermatology and Skin cancer department, La Timone Hospital, Assistance Publique-Hôpitaux de Marseille, Aix-Marseille University, Marseille, France. Electronic address: jilliana.monnier@lis-lab.fr.
² Aix-Marseille Univ, Université de Marseille, CNRS UMR 7020, Laboratoire d'Informatique et Systèmes, Marseille, France.
³ Dermatology and Skin cancer department, La Timone Hospital, Assistance Publique-Hôpitaux de Marseille, Aix-Marseille University, Marseille, France.
⁴ Centre de Recherche en Cancérologie de Marseille, Inserm UMR1068, CNRS UMR7258, Aix-Marseille University, Marseille, France; Dermatology and Skin cancer department, La Timone Hospital, Assistance Publique-Hôpitaux de Marseille, Aix-Marseille University, Marseille, France.

PMID: 38614250
DOI: 10.1016/j.jaad.2024.02.063

No abstract available

Keywords: Computer Assisted Diagnosis; convolutional neural network; disorder; entropy; global cognitive analysis; hand-crafted method; melanoma detection.