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Lightweight encoder-decoder model for automatic skin lesion segmentation

Accurate skin lesion segmentation (SLS) is an important step in computer-aided diagnosis of melanoma. Automatic detection of skin lesions in dermoscopy images is challenging because of the presence of artifacts and as lesions can have heterogeneous texture, color, and shape with fuzzy or indistinct...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Adi Wibowo, Satriawan Rasyid Purnama, Panji Wisnu Wirawan, Hanif Rasyidi
Format: Artigo
Sprache:Inglês
Veröffentlicht: Elsevier 2021-01-01
Schriftenreihe:Informatics in Medicine Unlocked
Schlagworte:
Skin lesion segmentation
Encoder-decoder
MobileNet
U-net
Random augmentation
Stochastic weight averaging
Online-Zugang:http://www.sciencedirect.com/science/article/pii/S2352914821001295
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