Mask2Lesion: Mask-Constrained Adversarial Skin Lesion Image Synthesis

• Published in: Simulation and Synthesis in Medical Imaging Vol. 11827; pp. 71 - 80
• Main Authors: Abhishek, Kumar, Hamarneh, Ghassan
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2019; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Generative adversarial networks; Image segmentation; Skin lesion

Skin lesion segmentation is a vital task in skin cancer diagnosis and further treatment. Although deep learning based approaches have significantly improved the segmentation accuracy, these algorithms are still reliant on having a large enough dataset in order to achieve adequate results. Inspired b...