Literature DB >> 19304487

Overview of advanced computer vision systems for skin lesions characterization.

Ilias Maglogiannis1, Charalampos N Doukas.   

Abstract

During the last years, computer-vision-based diagnosis systems have been used in several hospitals and dermatology clinics, aiming mostly at the early detection of skin cancer, and more specifically, the recognition of malignant melanoma tumour. In this paper, we review the state of the art in such systems by first presenting the installation, the visual features used for skin lesion classification, and the methods for defining them. Then, we describe how to extract these features through digital image processing methods, i.e., segmentation, border detection, and color and texture processing, and we present the most prominent techniques for skin lesion classification. The paper reports the statistics and the results of the most important implementations that exist in the literature, while it compares the performance of several classifiers on the specific skin lesion diagnostic problem and discusses the corresponding findings.

Entities:  

Mesh:

Year:  2009        PMID: 19304487     DOI: 10.1109/TITB.2009.2017529

Source DB:  PubMed          Journal:  IEEE Trans Inf Technol Biomed        ISSN: 1089-7771


  13 in total

1.  An Integrated Platform for Skin Cancer Heterogenous and Multilayered Data Management.

Authors:  Ilias Maglogiannis; Georgia Kontogianni; Olga Papadodima; Haralampos Karanikas; Antonis Billiris; Aristotelis Chatziioannou
Journal:  J Med Syst       Date:  2021-01-06       Impact factor: 4.460

2.  Fully Automated Approach for Early Detection of Pigmented Skin Lesion Diagnosis Using ABCD.

Authors:  Mai S Mabrouk; Ahmed Y Sayed; Heba M Afifi; Mariam A Sheha; Amr Sharwy
Journal:  J Healthc Inform Res       Date:  2020-03-03

3.  Application of Artificial Intelligence to Clinical Practice in Inflammatory Bowel Disease - What the Clinician Needs to Know.

Authors:  David Chen; Clifton Fulmer; Ilyssa O Gordon; Sana Syed; Ryan W Stidham; Niels Vande Casteele; Yi Qin; Katherine Falloon; Benjamin L Cohen; Robert Wyllie; Florian Rieder
Journal:  J Crohns Colitis       Date:  2022-03-14       Impact factor: 10.020

4.  Melanoma Is Skin Deep: A 3D Reconstruction Technique for Computerized Dermoscopic Skin Lesion Classification.

Authors:  T Y Satheesha; D Satyanarayana; M N Giri Prasad; Kashyap D Dhruve
Journal:  IEEE J Transl Eng Health Med       Date:  2017-01-16       Impact factor: 3.316

Review 5.  Artificial intelligence in dermatology and healthcare: An overview.

Authors:  Varadraj Vasant Pai; Rohini Bhat Pai
Journal:  Indian J Dermatol Venereol Leprol       Date:  2021 [SEASON]       Impact factor: 2.545

6.  Machine Learning Applications in the Evaluation and Management of Psoriasis: A Systematic Review.

Authors:  Kimberley Yu; Maha N Syed; Elena Bernardis; Joel M Gelfand
Journal:  J Psoriasis Psoriatic Arthritis       Date:  2020-08-31

7.  Melanoma Detection Using Spatial and Spectral Analysis on Superpixel Graphs.

Authors:  Mahmoud H Annaby; Asmaa M Elwer; Muhammad A Rushdi; Mohamed E M Rasmy
Journal:  J Digit Imaging       Date:  2021-01-07       Impact factor: 4.056

8.  Computer-assisted diagnosis techniques (dermoscopy and spectroscopy-based) for diagnosing skin cancer in adults.

Authors:  Lavinia Ferrante di Ruffano; Yemisi Takwoingi; Jacqueline Dinnes; Naomi Chuchu; Susan E Bayliss; Clare Davenport; Rubeta N Matin; Kathie Godfrey; Colette O'Sullivan; Abha Gulati; Sue Ann Chan; Alana Durack; Susan O'Connell; Matthew D Gardiner; Jeffrey Bamber; Jonathan J Deeks; Hywel C Williams
Journal:  Cochrane Database Syst Rev       Date:  2018-12-04

9.  Integration of high-volume molecular and imaging data for composite biomarker discovery in the study of melanoma.

Authors:  Konstantinos Moutselos; Ilias Maglogiannis; Aristotelis Chatziioannou
Journal:  Biomed Res Int       Date:  2014-01-16       Impact factor: 3.411

Review 10.  Computer aided diagnostic support system for skin cancer: a review of techniques and algorithms.

Authors:  Ammara Masood; Adel Ali Al-Jumaily
Journal:  Int J Biomed Imaging       Date:  2013-12-23
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.