FCN-Based DenseNet Framework for Automated Detection and Classification of Skin Lesions in Dermoscopy Images
نویسندگان
چکیده
منابع مشابه
A New Algorithm for Skin Lesion Border Detection in Dermoscopy Images
Background: With advances in medical imaging systems, digital dermoscopy has become one of the major imaging modalities in the analysis of skin lesions. Thus, automated segmentation or border detection has a great impact on the subsequent steps of skin cancer computer-aided diagnosis using demoscopy images. Since dermoscopy images suffer from artifacts such as shading and hair, there is a need ...
متن کاملComputer-based classification of dermoscopy images of melanocytic lesions on acral volar skin.
We describe a fully automated system for the classification of acral volar melanomas. We used a total of 213 acral dermoscopy images (176 nevi and 37 melanomas). Our automatic tumor area extraction algorithm successfully extracted the tumor in 199 cases (169 nevi and 30 melanomas), and we developed a diagnostic classifier using these images. Our linear classifier achieved a sensitivity (SE) of ...
متن کاملAutomated Dermoscopy Image Analysis of Pigmented Skin Lesions
Dermoscopy (dermatoscopy, epiluminescence microscopy) is a non-invasive diagnostic technique for the in vivo observation of pigmented skin lesions (PSLs), allowing a better visualization of surface and subsurface structures (from the epidermis to the papillary dermis). This diagnostic tool permits the recognition of morphologic structures not visible by the naked eye, thus opening a new dimensi...
متن کاملAutomated Detection and Analysis of Dermoscopic Structures on Dermoscopy Images
1. PROBLEM AND MOTIVATION Melanoma, a cancerous lesion in the pigment-bearing basal layers of the epidermis, is the most deadly form of skin cancer, yet treatable via excision if detected early. In the last three decades, a rising incidence of malignant melanoma has been observed [1]. Because of the lack of adequate therapies for metastatic melanoma, the best treatment is still early diagnosis ...
متن کاملDermoscopy of pigmented skin lesions.
This paper describes the basic concepts of dermoscopy, the various dermoscopic equipments and the standard criteria for diagnosing pigmented skin lesions. In assessing dermoscopic images, both global and local features can be recognized. These features will be systematically described and illustrated in Part I of this article. First, we will focus on 8 morphologically rather distinctive global ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Access
سال: 2020
ISSN: 2169-3536
DOI: 10.1109/access.2020.3016651