Computer-aided Diagnosis of Melanoma: A Review of Existing Knowledge and Strategies

被引:5
|
作者
Maiti, Ananjan [1 ]
Chatterjee, Biswajoy [2 ]
Ashour, Amira S. [3 ]
Dey, Nilanjan [1 ]
机构
[1] Techno India Coll Technol, Dept Informat Technol, Kolkata, India
[2] Univ Engn & Management, Dept Comp Sci & Engn, Kolkata, India
[3] Tanta Univ, Fac Engn, Dept Elect & Elect Commun Engn, Tanta, Egypt
关键词
Skin cancer; melanoma; CAD; treatment; pre-processing; segmentation; classification; SKIN-CANCER DETECTION; IMAGE SEGMENTATION; MALIGNANT-MELANOMA; DERMOSCOPY IMAGES; CLASSIFICATION; LESION; COLOR; SYSTEM; ABCD; RECOGNITION;
D O I
10.2174/1573405615666191210104141
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Computer-aided diagnosis (CAD) systems are the best alternative for immediate disclosure and diagnosis of skin diseases. Such systems comprise several image processing procedures, including segmentation, feature extraction and artificial intelligence (AI) based methods. This survey highlights different CAD methodologies for diagnosing Melanoma and related skin diseases. It has also discussed types, stages, treatments and various imaging techniques of skin cancer. Currently, researchers developed new techniques to detect each stage. Extensive studies on melanoma cancer detection were performed by incorporating advanced machine learning. Still, there is a high need for an accurate, faster, affordable, portable methodology for a CAD system. This will strengthen the work in related fields and address the future direction of a similar kind of research.
引用
收藏
页码:835 / 854
页数:20
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