{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,30]],"date-time":"2025-09-30T04:34:12Z","timestamp":1759206852495},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2015,5,7]],"date-time":"2015-05-07T00:00:00Z","timestamp":1430956800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Med Biol Eng Comput"],"published-print":{"date-parts":[[2015,10]]},"DOI":"10.1007\/s11517-015-1281-z","type":"journal-article","created":{"date-parts":[[2015,5,6]],"date-time":"2015-05-06T12:23:57Z","timestamp":1430915037000},"page":"961-974","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Combination of 3D skin surface texture features and 2D ABCD features for improved melanoma diagnosis"],"prefix":"10.1007","volume":"53","author":[{"given":"Yi","family":"Ding","sequence":"first","affiliation":[]},{"given":"Nigel W.","family":"John","sequence":"additional","affiliation":[]},{"given":"Lyndon","family":"Smith","sequence":"additional","affiliation":[]},{"given":"Jiuai","family":"Sun","sequence":"additional","affiliation":[]},{"given":"Melvyn","family":"Smith","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,5,7]]},"reference":[{"key":"1281_CR1","doi-asserted-by":"crossref","unstructured":"Aribisala B, Claridge E (2005) A border irregularity measure using a modified conditional entropy method as a malignant melanoma predictor. In: International conference on image analysis and recognition, vol 3656, pp 914\u2013921","DOI":"10.1007\/11559573_111"},{"key":"1281_CR2","doi-asserted-by":"crossref","unstructured":"Barata C, Figueiredo M, Celebi M, Marques J (2014) Color identification in dermoscopy images using gaussian mixture models. In: Proceedings of the IEEE international conference on acoustics, speech, and signal processing (ICASSP 2014), pp 3611\u20133615","DOI":"10.1109\/ICASSP.2014.6854274"},{"issue":"5","key":"1281_CR3","doi-asserted-by":"crossref","first-page":"1029","DOI":"10.1111\/j.1365-2133.2004.06210.x","volume":"151","author":"A Blum","year":"2004","unstructured":"Blum A, Luedtke H, Ellwanger U, Schwabe R, Rassner G, Garbe C (2004) Digital image analysis for diagnosis of cutaneous melanoma. Development of a highly effective computer algorithm based on analysis of 837 melanocytic lesions. Br J Dermatol 151(5):1029\u20131038","journal-title":"Br J Dermatol"},{"issue":"2","key":"1281_CR4","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1023\/A:1009715923555","volume":"2","author":"C Burges","year":"1998","unstructured":"Burges C (1998) A tutorial on support vector machines for pattern recognition. Data Min Knowl Disc 2(2):121\u2013167","journal-title":"Data Min Knowl Disc"},{"key":"1281_CR5","unstructured":"Cancer Research UK (2015) CancerStats Key Facts\u2014Skin Cancer. http:\/\/www.cancerresearchuk.org\/cancer-info\/cancerstats\/keyfacts\/skin-cancer\/ . Accessed 15 Jan 2015"},{"issue":"3","key":"1281_CR6","doi-asserted-by":"crossref","first-page":"980","DOI":"10.1109\/JSYST.2014.2313671","volume":"8","author":"M Celebi","year":"2014","unstructured":"Celebi M, Zornberg A (2014) Automated quantification of clinically significant colors in dermoscopy images and its application to skin lesion classification. IEEE Syst J 8(3):980\u2013984","journal-title":"IEEE Syst J"},{"issue":"6","key":"1281_CR7","doi-asserted-by":"crossref","first-page":"362","DOI":"10.1016\/j.compmedimag.2007.01.003","volume":"31","author":"M Celebi","year":"2007","unstructured":"Celebi M, Kingravi H, Uddin B, Iyatomi H, Aslandogan Y, Stoecker W, Moss R (2007) A methodological approach to the classification of dermoscopy images. Comput Med Imaging Graph\u00a031(6):362\u2013373","journal-title":"Comput Med Imaging Graph"},{"issue":"1","key":"1281_CR8","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1111\/j.1600-0846.2007.00261.x","volume":"14","author":"Y Cheng","year":"2008","unstructured":"Cheng Y, Swamisai R, Umbaugh S, Moss R, Stoecker W, Teegala S, Srinivasan S (2008) Skin lesion classification using relative color features. Skin Res Technol 14(1):53\u201364","journal-title":"Skin Res Technol"},{"issue":"3","key":"1281_CR9","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1016\/0141-5425(92)90057-R","volume":"14","author":"E Claridge","year":"1992","unstructured":"Claridge E, Hall P, Keefe M, Allen J (1992) Shape analysis for classification of malignant melanoma. J Biomed Eng 14(3):229\u2013234","journal-title":"J Biomed Eng"},{"key":"1281_CR10","doi-asserted-by":"crossref","unstructured":"Clawson K, Morrow P, Scotney B, McKenns D, Dolan O (2007) Computerised skin lesion surface analysis for pigment asymmetry quantification. In: International machine vision and image processing conference, pp 75\u201382","DOI":"10.1109\/IMVIP.2007.34"},{"key":"1281_CR11","doi-asserted-by":"crossref","unstructured":"Clawson K, Morrow P, Scotney B, McKenns D, Dolan O (2007) Determination of optimal axes for skin lesion asymmetry quantification. In: IEEE international conference on image processing, vol 2, pp 453\u2013456","DOI":"10.1109\/ICIP.2007.4379190"},{"key":"1281_CR12","doi-asserted-by":"crossref","unstructured":"D\u2019Amico M, Ferri M, Stanganelli I (2004) Qualitative asymmetry measure for melanoma detection. In: IEEE international symposium on biomedical imaging: nano to macro, vol 2, pp 1155\u20131158","DOI":"10.1109\/ISBI.2004.1398748"},{"key":"1281_CR13","first-page":"1","volume":"7","author":"J Demsar","year":"2006","unstructured":"Demsar J (2006) Statistical comparisons of classifiers over multiple data sets. J Mach Learning Res 7:1\u201330","journal-title":"J Mach Learning Res"},{"key":"1281_CR14","unstructured":"Ding Y, Smith L, Smith M, Warr R (2007) 3D skin texture analysis for early diagnosis for malignant melanoma. In: Proceedings of medical image understanding and analysis, pp 151\u2013155"},{"key":"1281_CR15","doi-asserted-by":"crossref","unstructured":"Ding Y, Smith L, Smith M, Sun J, Warr R (2008) Obtaining 3D malignant melanoma indicators through the analysis of skin tilt pattern and skin slant pattern. In: Proceedings of the MICCAI workshop on microscopic image analysis with application to biology (MIAAB)","DOI":"10.1111\/j.1600-0846.2009.00352.x"},{"key":"1281_CR16","unstructured":"Ding Y, Smith L, Smith M, Warr R, Sun J (2008) Enhancement of skin tilt pattern for lesion classification. In: IASTED conference on visualization, imaging and image processing, pp 1\u20136"},{"issue":"3","key":"1281_CR17","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1111\/j.1600-0846.2009.00352.x","volume":"15","author":"Y Ding","year":"2009","unstructured":"Ding Y, Smith L, Smith M, Sun J, Warr R (2009) Obtaining malignant melanoma indicators through statistical analysis of 3D skin surface disruptions. Skin Res Technol 15(3):262\u2013270","journal-title":"Skin Res Technol"},{"key":"1281_CR18","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1504\/IJMIC.2010.033212","volume":"90","author":"Y Ding","year":"2010","unstructured":"Ding Y, Smith L, Smith M, Sun J, Warr R (2010) A computer assisted diagnosis system for malignant melanoma using 3D skin surface texture features and artificial neural network. Int J Model Ident Control 90:370\u2013381","journal-title":"Int J Model Ident Control"},{"key":"1281_CR19","volume-title":"Robot vision","author":"B Horn","year":"1986","unstructured":"Horn B (1986) Robot vision. MIT press, Cambridge"},{"issue":"7","key":"1281_CR20","doi-asserted-by":"crossref","first-page":"566","DOI":"10.1016\/j.compmedimag.2008.06.005","volume":"32","author":"H Iyatomi","year":"2008","unstructured":"Iyatomi H, Oka H, Celebi M, Hashimoto M, Hagiwara M, Tanaka M, Ogawa K (2008) An improved internet-based melanoma screening system with dermatologist-like tumor area extraction algorithm. Comput Med Imaging Graph\u00a032(7):566\u2013579","journal-title":"Comput Med Imaging Graph"},{"key":"1281_CR21","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1023\/A:1022859003006","volume":"51","author":"L Kuncheva","year":"2003","unstructured":"Kuncheva L, Whitaker C (2003) Measures of diversity in classifier ensembles. Mach Learn 51:181\u2013207","journal-title":"Mach Learn"},{"issue":"1","key":"1281_CR22","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/S1361-8415(02)00090-7","volume":"7","author":"T Lee","year":"2003","unstructured":"Lee T, McLean D, Atkins M (2003) Irregularity index: a new border irregularity measure for cutaneous melanocytic lesions. Med Image Anal 7(1):47\u201364","journal-title":"Med Image Anal"},{"issue":"7","key":"1281_CR23","doi-asserted-by":"crossref","first-page":"700","DOI":"10.1016\/j.bjps.2005.10.018","volume":"59","author":"V Mazzarello","year":"2006","unstructured":"Mazzarello V, Soggiu D, Masia D, Ena P, Rubino C (2006) Melanoma versus dysplastic naevi: microtopographic skin study with noninvasive method. J Plast Reconstr Aesthet Surg 59(7):700\u2013705","journal-title":"J Plast Reconstr Aesthet Surg"},{"issue":"11","key":"1281_CR24","doi-asserted-by":"crossref","first-page":"1388","DOI":"10.1001\/archderm.141.11.1388","volume":"141","author":"S Menzies","year":"2005","unstructured":"Menzies S, Bischof L, Talbot H, Gutenev A, Avramidis M, Wong L, Lo S, Mackellar G, Skladnev V, McCartny W, Kelly J, Cranney B, Lye P, Rabinovitz H, Oliviero M, Blum A, Varol A, De\u2019Ambrosis B, McCleod R, Koga H, Grin C, Braun R, Johr R (2005) The performance of solarscan: an automated dermoscopy image analysis instrument for the diagnosis of primary melanoma. Arch Dermatol 141(11):1388\u20131396","journal-title":"Arch Dermatol"},{"issue":"2","key":"1281_CR25","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.compbiomed.2003.11.004","volume":"35","author":"V Ng","year":"2005","unstructured":"Ng V, Benny Y, Fung M, Lee T (2005) Determining the asymmetry of skin lesion with fuzzy borders. Comput Biol Med 35(2):103\u2013120","journal-title":"Comput Biol Med"},{"issue":"10","key":"1281_CR26","doi-asserted-by":"crossref","first-page":"1214","DOI":"10.1111\/j.1468-3083.2006.01751.x","volume":"20","author":"G Pellacani","year":"2006","unstructured":"Pellacani G, Grana C, Seidenari S (2006) Algorithmic reproduction of asymmetry and border cut-off parameters according to the ABCD rule for dermoscopy. J Eur Acad Dermatol Venereol 20(10):1214\u20131219","journal-title":"J Eur Acad Dermatol Venereol"},{"issue":"4","key":"1281_CR27","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1007\/BF02344723","volume":"43","author":"A Piantanelli","year":"2005","unstructured":"Piantanelli A, Maponi P, Scalise L, Serresi S, Cialabrini A, Basso A (2005) Fractal characterisation of boundary irregularity in skin pigmented lesions. Med Biol Eng Compu 43(4):436\u2013442","journal-title":"Med Biol Eng Compu"},{"issue":"3","key":"1281_CR28","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1001\/archderm.139.3.361","volume":"139","author":"B Rosado","year":"2003","unstructured":"Rosado B, Menzies S, Herbauer A, Pehamberger H, Wolff K, Binder M, Kittler H, Corona R (2003) Accuracy of computer diagnosis of melanoma: a quantitative meta-analysis. Arch Dermatol 139(3):361\u2013367","journal-title":"Arch Dermatol"},{"issue":"2","key":"1281_CR29","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1109\/TSMC.1974.5409121","volume":"4","author":"A Rosenfeld","year":"1974","unstructured":"Rosenfeld A (1974) Compact figures in digital pictures. IEEE Trans Syst Man Cybern 4(2):221\u2013223","journal-title":"IEEE Trans Syst Man Cybern"},{"issue":"4","key":"1281_CR30","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1034\/j.1600-0846.2000.006004183.x","volume":"6","author":"A Round","year":"2000","unstructured":"Round A, Duller A, Fish P (2000) Lesion classification using skin patterning. Skin Res Technol 6(4):183\u2013192","journal-title":"Skin Res Technol"},{"issue":"1","key":"1281_CR31","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/S0933-3657(02)00087-8","volume":"27","author":"A Sboner","year":"2003","unstructured":"Sboner A, Eccher C, Blanzieri E, Bauer P, Cristofolini M, Zumiani G, Forti S (2003) A multiple classifier system for early melanoma diagnosis. Artif Intell Med 27(1):29\u201344","journal-title":"Artif Intell Med"},{"issue":"3","key":"1281_CR32","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/0895-6111(92)90073-I","volume":"16","author":"W Stoecker","year":"1992","unstructured":"Stoecker W, Li W, Moss R (1992) Automatic detection of asymmetry in skin tumors. Comput Med Imaging Graph\u00a016(3):191\u2013197","journal-title":"Comput Med Imaging Graph"},{"issue":"2","key":"1281_CR33","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1111\/j.1600-0846.2007.00274.x","volume":"14","author":"J Sun","year":"2008","unstructured":"Sun J, Smith M, Smith L, Coutts L, Dabis R, Harland C, Bamber J (2008) Reflectance of human skin using colour photometric stereo: with particular application to pigmented lesion analysis. Skin Res Technol 14(2):173\u2013179","journal-title":"Skin Res Technol"},{"key":"1281_CR34","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1007\/978-3-642-39608-3_9","volume-title":"Computer vision techniques for the diagnosis of skin cancer","author":"J Sun","year":"2014","unstructured":"Sun J, Liu Z, Ding Y, Smith M (2014) Recovering skin reflectance and geometry for diagnosis of melanoma. In: Scharcanski J, Celebi ME (eds) Computer vision techniques for the diagnosis of skin cancer. Springer, Berlin, pp 243\u2013265"},{"issue":"3","key":"1281_CR35","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1016\/j.imavis.2004.09.003","volume":"23","author":"D Tsai","year":"2005","unstructured":"Tsai D, Chao S (2005) An anisotropic diffusion-based defect detection for sputtered surfaces with inhomogeneous textures. Image Vis Comput 23(3):325\u2013338","journal-title":"Image Vis Comput"},{"issue":"4","key":"1281_CR36","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1109\/51.45955","volume":"8","author":"S Umbaugh","year":"1989","unstructured":"Umbaugh S, Moss R, Stoecker W (1989) Automatic color segmentation of images with application to detection of variegated coloring in skin tumors. IEEE Eng Med Biol Mag 8(4):43\u201350","journal-title":"IEEE Eng Med Biol Mag"},{"key":"1281_CR37","volume-title":"Anisotropic diffusion in image processing","author":"J Weickert","year":"1998","unstructured":"Weickert J (1998) Anisotropic diffusion in image processing. Teubner, Stuttgart"},{"issue":"2","key":"1281_CR38","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.compmedimag.2010.10.004","volume":"35","author":"Y Zhou","year":"2011","unstructured":"Zhou Y, Smith M, Smith L, Farooq A, Warr R (2011) Enhanced 3D curvature pattern and melanoma diagnosis. Comput Med Imaging Graph\u00a035(2):155\u2013165","journal-title":"Comput Med Imaging Graph"}],"container-title":["Medical & Biological Engineering & Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-015-1281-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11517-015-1281-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-015-1281-z","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,8]],"date-time":"2024-06-08T20:56:04Z","timestamp":1717880164000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11517-015-1281-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,5,7]]},"references-count":38,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2015,10]]}},"alternative-id":["1281"],"URL":"https:\/\/doi.org\/10.1007\/s11517-015-1281-z","relation":{},"ISSN":["0140-0118","1741-0444"],"issn-type":[{"value":"0140-0118","type":"print"},{"value":"1741-0444","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,5,7]]}}}