Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms
Image-based computer aided diagnosis systems have significant potential for screening and early detection of malignant melanoma. We review the state of the art in these systems and examine current practices, problems, and prospects of image acquisition, pre-processing, segmentation, feature extracti...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Wiley
2013-01-01
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| Series: | International Journal of Biomedical Imaging |
| Online Access: | http://dx.doi.org/10.1155/2013/323268 |
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| _version_ | 1832551876245061632 |
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| author | Ammara Masood Adel Ali Al-Jumaily |
| author_facet | Ammara Masood Adel Ali Al-Jumaily |
| author_sort | Ammara Masood |
| collection | DOAJ |
| description | Image-based computer aided diagnosis systems have significant potential for screening and early detection of malignant melanoma. We review the state of the art in these systems and examine current practices, problems, and prospects of image acquisition, pre-processing, segmentation, feature extraction and selection, and classification of dermoscopic images. This paper reports statistics and results from the most important implementations reported to date. We compared the performance of several classifiers specifically developed for skin lesion diagnosis and discussed the corresponding findings. Whenever available, indication of various conditions that affect the technique’s performance is reported. We suggest a framework for comparative assessment of skin cancer diagnostic models and review the results based on these models. The deficiencies in some of the existing studies are highlighted and suggestions for future research are provided. |
| format | Article |
| id | doaj-art-5ef72829133147fbb4f8651c7a045b9d |
| institution | Kabale University |
| issn | 1687-4188 1687-4196 |
| language | English |
| publishDate | 2013-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Biomedical Imaging |
| spelling | doaj-art-5ef72829133147fbb4f8651c7a045b9d2025-02-03T06:00:17ZengWileyInternational Journal of Biomedical Imaging1687-41881687-41962013-01-01201310.1155/2013/323268323268Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and AlgorithmsAmmara Masood0Adel Ali Al-Jumaily1School of Electrical, Mechanical and Mechatronic Engineering, University of Technology, Broadway Ultimo, Sydney, NSW 2007, AustraliaSchool of Electrical, Mechanical and Mechatronic Engineering, University of Technology, Broadway Ultimo, Sydney, NSW 2007, AustraliaImage-based computer aided diagnosis systems have significant potential for screening and early detection of malignant melanoma. We review the state of the art in these systems and examine current practices, problems, and prospects of image acquisition, pre-processing, segmentation, feature extraction and selection, and classification of dermoscopic images. This paper reports statistics and results from the most important implementations reported to date. We compared the performance of several classifiers specifically developed for skin lesion diagnosis and discussed the corresponding findings. Whenever available, indication of various conditions that affect the technique’s performance is reported. We suggest a framework for comparative assessment of skin cancer diagnostic models and review the results based on these models. The deficiencies in some of the existing studies are highlighted and suggestions for future research are provided.http://dx.doi.org/10.1155/2013/323268 |
| spellingShingle | Ammara Masood Adel Ali Al-Jumaily Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms International Journal of Biomedical Imaging |
| title | Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms |
| title_full | Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms |
| title_fullStr | Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms |
| title_full_unstemmed | Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms |
| title_short | Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms |
| title_sort | computer aided diagnostic support system for skin cancer a review of techniques and algorithms |
| url | http://dx.doi.org/10.1155/2013/323268 |
| work_keys_str_mv | AT ammaramasood computeraideddiagnosticsupportsystemforskincancerareviewoftechniquesandalgorithms AT adelalialjumaily computeraideddiagnosticsupportsystemforskincancerareviewoftechniquesandalgorithms |