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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...

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Principais autores: Adi Wibowo, Satriawan Rasyid Purnama, Panji Wisnu Wirawan, Hanif Rasyidi
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2021-01-01
coleção:Informatics in Medicine Unlocked
Assuntos:
Skin lesion segmentation
Encoder-decoder
MobileNet
U-net
Random augmentation
Stochastic weight averaging
Acesso em linha:http://www.sciencedirect.com/science/article/pii/S2352914821001295
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