{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,14]],"date-time":"2026-03-14T03:10:25Z","timestamp":1773457825318,"version":"3.50.1"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2013,4,13]],"date-time":"2013-04-13T00:00:00Z","timestamp":1365811200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int J CARS"],"published-print":{"date-parts":[[2013,7]]},"DOI":"10.1007\/s11548-013-0838-2","type":"journal-article","created":{"date-parts":[[2013,4,12]],"date-time":"2013-04-12T02:15:50Z","timestamp":1365732950000},"page":"561-574","source":"Crossref","is-referenced-by-count":96,"title":["An evaluation of image descriptors combined with clinical data for breast cancer diagnosis"],"prefix":"10.1007","volume":"8","author":[{"given":"Daniel C.","family":"Moura","sequence":"first","affiliation":[]},{"given":"Miguel A.","family":"Guevara L\u00f3pez","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2013,4,13]]},"reference":[{"issue":"3","key":"838_CR1","doi-asserted-by":"crossref","first-page":"500","DOI":"10.1007\/s10278-010-9297-2","volume":"24","author":"BR Matheus","year":"2011","unstructured":"Matheus BR, Schiabel H (2011) Online mammographic images database for development and comparison of CAD schemes. J Digit Imaging 24(3):500\u2013506. doi: 10.1007\/s10278-010-9297-2","journal-title":"J Digit Imaging"},{"issue":"2","key":"838_CR2","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1016\/j.acra.2011.09.014","volume":"19","author":"IC Moreira","year":"2012","unstructured":"Moreira IC, Amaral I, Domingues I, Cardoso A, Cardoso MJ, Cardoso JS (2012) INbreast: toward a full-field digital mammographic database. Acad Radiol 19(2):236\u2013248","journal-title":"Acad Radiol"},{"issue":"10","key":"838_CR3","doi-asserted-by":"crossref","first-page":"727","DOI":"10.7326\/0003-4819-151-10-200911170-00009","volume":"151","author":"HD Nelson","year":"2009","unstructured":"Nelson HD, Tyne K, Naik A, Bougatsos C, Chan BK, Humphrey L (2009) Screening for breast cancer: systematic evidence review update for the US Preventive Services Task Force. Ann Intern Med 151(10):727","journal-title":"Ann Intern Med"},{"issue":"3","key":"838_CR4","doi-asserted-by":"crossref","first-page":"658","DOI":"10.1148\/radiol.11110469","volume":"260","author":"L Tabar","year":"2011","unstructured":"Tabar L, Vitak B, Chen THH, Yen AMF, Cohen A, Tot T, Chiu SYH, Chen SLS, Fann JCY, Rosell J, Fohlin H, Smith RA, Duffy SW (2011) Swedish two-county trial: impact of mammographic screening on breast cancer mortality during 3 decades. Radiology 260(3):658\u2013663. doi: 10.1148\/radiol.11110469","journal-title":"Radiology"},{"key":"838_CR5","first-page":"11","volume":"1","author":"R Ramos-Poll\u00e1n","year":"2011","unstructured":"Ramos-Poll\u00e1n R, Guevara-L\u00f3pez M, Su\u00e1rez-Ortega C, D\u00edaz-Herrero G, Franco-Valiente J, Rubio-del-Solar M, de Posada Gonz\u00e1lez N, Vaz M, Loureiro J, Ramos I (2011) Discovering mammography-based machine learning classifiers for breast cancer diagnosis. J Med Syst 1:11. doi: 10.1007\/s10916-011-9693-2","journal-title":"J Med Syst"},{"issue":"2","key":"838_CR6","doi-asserted-by":"crossref","first-page":"554","DOI":"10.1148\/radiology.215.2.r00ma15554","volume":"215","author":"LJ Warren Burhenne","year":"2000","unstructured":"Warren Burhenne LJ, Wood SA, D\u2019Orsi CJ, Feig SA, Kopans DB, O\u2019Shaughnessy KF, Sickles EA, Tabar L, Vyborny CJ, Castellino RA (2000) Potential contribution of computer-aided detection to the sensitivity of screening mammography. Radiology 215(2):554\u2013562","journal-title":"Radiology"},{"issue":"12","key":"838_CR7","doi-asserted-by":"crossref","first-page":"2967","DOI":"10.1016\/S0031-3203(03)00192-4","volume":"36","author":"HD Cheng","year":"2003","unstructured":"Cheng HD, Cai X, Chen X, Hu L, Lou X (2003) Computer-aided detection and classification of microcalcifications in mammograms: a survey. Pattern Recogn 36(12):2967\u20132991. doi: 10.1016\/s0031-3203(03)00192-4","journal-title":"Pattern Recogn"},{"issue":"4","key":"838_CR8","doi-asserted-by":"crossref","first-page":"646","DOI":"10.1016\/j.patcog.2005.07.006","volume":"39","author":"HD Cheng","year":"2006","unstructured":"Cheng HD, Shi XJ, Min R, Hu LM, Cai XP, Du HN (2006) Approaches for automated detection and classification of masses in mammograms. Pattern Recogn 39(4):646\u2013668. doi: 10.1016\/j.patcog.2005.07.006","journal-title":"Pattern Recogn"},{"issue":"1","key":"838_CR9","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1109\/79.814646","volume":"17","author":"I Christoyianni","year":"2000","unstructured":"Christoyianni I, Dermatas E, Kokkinakis G (2000) Fast detection of masses in computer-aided mammography. IEEE Signal Proc Mag 17(1):54\u201364","journal-title":"IEEE Signal Proc Mag"},{"issue":"3","key":"838_CR10","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/S1076-6332(98)80278-X","volume":"5","author":"ZM Huo","year":"1998","unstructured":"Huo ZM, Giger ML, Vyborny C, Wolverton DE, Schmidt RA, Doi K (1998) Automated computerized classification of malignant and benign masses on digitized mammograms. Acad Radiol 5(3):155\u2013168","journal-title":"Acad Radiol"},{"issue":"8","key":"838_CR11","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.1016\/S0031-3203(00)00088-1","volume":"34","author":"AS Constantinidis","year":"2001","unstructured":"Constantinidis AS, Fairhurst MC, Rahman AFR (2001) A new multi-expert decision combination algorithm and its application to the detection of circumscribed masses in digital mammograms. Pattern Recogn 34(8):1527\u20131537","journal-title":"Pattern Recogn"},{"issue":"12","key":"838_CR12","doi-asserted-by":"crossref","first-page":"1117","DOI":"10.1016\/0031-3203(91)90140-Z","volume":"24","author":"SO Belkasim","year":"1991","unstructured":"Belkasim SO, Shridhar M, Ahmadi M (1991) Pattern-recognition with moment invariants\u2014a comparative-study and new results. Pattern Recogn 24(12):1117\u20131138","journal-title":"Pattern Recogn"},{"issue":"2","key":"838_CR13","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1109\/42.836371","volume":"19","author":"SY Yu","year":"2000","unstructured":"Yu SY, Guan L (2000) A CAD system for the automatic detection of clustered microcalcifications in digitized mammogram films. IEEE Trans Med Imaging 19(2):115\u2013126","journal-title":"IEEE Trans Med Imaging"},{"key":"838_CR14","doi-asserted-by":"crossref","unstructured":"Dhawan AP, Chitre Y, KaiserBonasso C, Moskowitz M (1996) Analysis of mammographic microcalcifications using gray-level image structure features. IEEE Trans Med Imaging 15(3): 246\u2013259","DOI":"10.1109\/42.500063"},{"issue":"13\u201315","key":"838_CR15","doi-asserted-by":"crossref","first-page":"3296","DOI":"10.1016\/j.neucom.2009.02.015","volume":"72","author":"D Wang","year":"2009","unstructured":"Wang D, Shi L, Ann Heng P (2009) Automatic detection of breast cancers in mammograms using structured support vector machines. Neurocomputing 72(13\u201315):3296\u20133302. doi: 10.1016\/j.neucom.2009.02.015","journal-title":"Neurocomputing"},{"issue":"5","key":"838_CR16","doi-asserted-by":"crossref","first-page":"9250","DOI":"10.1016\/j.eswa.2008.12.050","volume":"36","author":"S Dua","year":"2009","unstructured":"Dua S, Singh H, Thompson HW (2009) Associative classification of mammograms using weighted rules. Expert Syst Appl 36(5):9250\u20139259. doi: 10.1016\/j.eswa.2008.12.050","journal-title":"Expert Syst Appl"},{"issue":"7","key":"838_CR17","doi-asserted-by":"crossref","first-page":"1455","DOI":"10.1118\/1.1381548","volume":"28","author":"B Sahiner","year":"2001","unstructured":"Sahiner B, Chan HP, Petrick N, Helvie MA, Hadjiiski LM (2001) Improvement of mammographic mass characterization using spiculation measures and morphological features. Med Phys 28(7):1455\u20131465. doi: 10.1118\/1.1381548","journal-title":"Med Phys"},{"issue":"4","key":"838_CR18","doi-asserted-by":"crossref","first-page":"516","DOI":"10.1118\/1.598228","volume":"25","author":"B Sahiner","year":"1998","unstructured":"Sahiner B, Chan HP, Petrick N, Helvie MA, Goodsitt MM (1998) Computerized characterization of masses on mammograms: the rubber band straightening transform and texture analysis. Med Phys 25(4):516\u2013526","journal-title":"Med Phys"},{"issue":"5","key":"838_CR19","doi-asserted-by":"crossref","first-page":"598","DOI":"10.1109\/42.538937","volume":"15","author":"B Sahiner","year":"1996","unstructured":"Sahiner B, Chan HP, Petrick N, Wei DT, Helvie MA, Adler DD, Goodsitt MM (1996) Classification of mass and normal breast tissue: a convolution neural network classifier with spatial domain and texture images. IEEE Trans Med Imaging 15(5):598\u2013610","journal-title":"IEEE Trans Med Imaging"},{"issue":"6","key":"838_CR20","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"3","author":"RM Haralick","year":"1973","unstructured":"Haralick RM, Shanmuga K, Dinstein I (1973) Textural features for image classification. IEEE T Syst Man Cyb 3(6):610\u2013621","journal-title":"IEEE T Syst Man Cyb"},{"issue":"3","key":"838_CR21","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1109\/42.764896","volume":"18","author":"JK Kim","year":"1999","unstructured":"Kim JK, Park HW (1999) Statistical textural features for detection of microcalcifications in digitized mammograms. IEEE Trans Med Imaging 18(3):231\u2013238","journal-title":"IEEE Trans Med Imaging"},{"issue":"4","key":"838_CR22","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1016\/j.bspc.2010.10.003","volume":"6","author":"I Buciu","year":"2010","unstructured":"Buciu I, Gacsadi A (2010) Directional features for automatic tumor classification of mammogram images. Biomed Signal Process Control 6(4):370\u2013378","journal-title":"Biomed Signal Process Control"},{"issue":"7","key":"838_CR23","doi-asserted-by":"crossref","first-page":"973","DOI":"10.1016\/S0167-8655(02)00221-0","volume":"24","author":"CBR Ferreira","year":"2003","unstructured":"Ferreira CBR, DbL Borges (2003) Analysis of mammogram classification using a wavelet transform decomposition. Pattern Recogn Lett 24(7):973\u2013982. doi: 10.1016\/s0167-8655(02)00221-0","journal-title":"Pattern Recogn Lett"},{"issue":"2","key":"838_CR24","doi-asserted-by":"crossref","first-page":"286","DOI":"10.1016\/j.patrec.2006.07.010","volume":"28","author":"EA Rashed","year":"2007","unstructured":"Rashed EA, Ismail IA, Zaki SI (2007) Multiresolution mammogram analysis in multilevel decomposition. Pattern Recogn Lett 28(2):286\u2013292. doi: 10.1016\/j.patrec.2006.07.010","journal-title":"Pattern Recogn Lett"},{"issue":"3","key":"838_CR25","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1109\/42.500063","volume":"15","author":"AP Dhawan","year":"1996","unstructured":"Dhawan AP, Chitre Y, Kaiser-Bonasso C (1996) Analysis of mammographic microcalcifications using gray-level image structure features. IEEE Trans Med Imaging 15(3):246\u2013259","journal-title":"IEEE Trans Med Imaging"},{"issue":"10","key":"838_CR26","doi-asserted-by":"crossref","first-page":"1973","DOI":"10.1016\/j.patcog.2003.03.001","volume":"37","author":"H Soltanian-Zadeh","year":"2004","unstructured":"Soltanian-Zadeh H, Rafiee-Rad F, Pourabdollah-Nejad DS (2004) Comparison of multiwavelet, wavelet, Haralick, and shape features for microcalcification classification in mammograms. Pattern Recogn 37(10):1973\u20131986. doi: 10.1016\/j.patcog.2003.03.001","journal-title":"Pattern Recogn"},{"issue":"4","key":"838_CR27","doi-asserted-by":"crossref","first-page":"384","DOI":"10.1016\/j.compbiomed.2010.02.002","volume":"40","author":"M Meselhy Eltoukhy","year":"2010","unstructured":"Meselhy Eltoukhy M, Faye I, Belhaouari Samir B (2010) A comparison of wavelet and curvelet for breast cancer diagnosis in digital mammogram. Comput Biol Med 40(4):384\u2013391. doi: 10.1016\/j.compbiomed.2010.02.002","journal-title":"Comput Biol Med"},{"key":"838_CR28","doi-asserted-by":"crossref","unstructured":"Dalal N, Triggs B (2005) Histograms of oriented gradients for human detection. In: IEEE computer society conference on computer vision and, pattern recognition, vol 881, pp 886\u2013893. doi: 10.1109\/cvpr.2005.177","DOI":"10.1109\/CVPR.2005.177"},{"key":"838_CR29","unstructured":"Heath M, Bowyer K, Kopans D, Moore R, Kegelmeyer P (2000.) The digital database for screening mammography. In: Proceedings of the 5th international workshop on digital mammography, pp 212\u2013218"},{"key":"838_CR30","doi-asserted-by":"crossref","unstructured":"Ramos Poll\u00e1n R, Rubio del Solar M, Franco Valiente JM, Moriche JE, Gonzalez de Posada N, Valdes Torres JA, Pires Vaz MA, Guevara L\u00f3pez MA (2010) Exploiting e-infrastructures for medical image storage and analysis: a grid application for mammography CAD. In: Hierlemann A (ed) Proceedings of the 7th IASTED international conference on, biomedical engineering","DOI":"10.2316\/J.2010.216.680-0062"},{"key":"838_CR31","doi-asserted-by":"crossref","unstructured":"de Oliveira JEE, Machado AMC, Chavez GC, Lopes APB, Deserno TM (2010) MammoSys: a content-based image retrieval system using breast density patterns. Comput Methods Programs Biomed 99(3):289\u2013297. doi: 10.1016\/j.cmpb.2010.01.005","DOI":"10.1016\/j.cmpb.2010.01.005"},{"key":"838_CR32","doi-asserted-by":"crossref","unstructured":"Oliveira JEE, Gueld MO, Ara\u00fajo AA, Ott B, Deserno TM (2008) Towards a standard reference database for computer-aided mammography. In: Proceedings SPIE 6915, medical imaging 2008: computer-aided diagnosis, 69151Y, pp 1Y1\u20131Y9. doi: 10.1117\/12.770325","DOI":"10.1117\/12.770325"},{"key":"838_CR33","volume-title":"Digital image processing","author":"RC Gonzalez","year":"2004","unstructured":"Gonzalez RC, Woods RE, Eddins SL (2004) Digital image processing. Prentice Hall, New Jersey"},{"issue":"1","key":"838_CR34","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.compmedimag.2006.09.015","volume":"31","author":"HS Sheshadri","year":"2007","unstructured":"Sheshadri HS, Kandaswamy A (2007) Experimental investigation on breast tissue classification based on statistical feature extraction of mammograms. Comput Med Imaging Graph 31(1):46\u201348. doi: 10.1016\/j.compmedimag.2006.09.015","journal-title":"Comput Med Imaging Graph"},{"issue":"2","key":"838_CR35","doi-asserted-by":"crossref","first-page":"172","DOI":"10.1007\/s10278-007-9004-0","volume":"20","author":"S Kinoshita","year":"2007","unstructured":"Kinoshita S, Azevedo-Marques P, Pereira R Jr, Rodrigues J, Rangayyan R (2007) Content-based retrieval of mammograms using visual features related to breast density patterns. J Digit Imaging 20(2):172\u2013190. doi: 10.1007\/s10278-007-9004-0","journal-title":"J Digit Imaging"},{"issue":"2","key":"838_CR36","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1109\/TIT.1962.1057692","volume":"8","author":"MK Hu","year":"1962","unstructured":"Hu MK (1962) Visual-pattern recognition by moment invariants. Ire T Inform Theor 8(2):179\u2013187","journal-title":"Ire T Inform Theor"},{"issue":"8","key":"838_CR37","doi-asserted-by":"crossref","first-page":"920","DOI":"10.1364\/JOSA.70.000920","volume":"70","author":"MR Teague","year":"1980","unstructured":"Teague MR (1980) Image-analysis via the general-theory of moments. J Opt Soc Am 70(8):920\u2013930","journal-title":"J Opt Soc Am"},{"issue":"3","key":"838_CR38","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1016\/j.cmpb.2010.09.002","volume":"106","author":"C-H Wei","year":"2011","unstructured":"Wei C-H, Chen SY, Liu X (2011) Mammogram retrieval on similar mass lesions. Comput Methods Programs Biomed 106(3):234\u2013248. doi: 10.1016\/j.cmpb.2010.09.002","journal-title":"Comput Methods Programs Biomed"},{"issue":"2","key":"838_CR39","doi-asserted-by":"crossref","first-page":"172","DOI":"10.1016\/S0146-664X(75)80008-6","volume":"4","author":"MM Galloway","year":"1975","unstructured":"Galloway MM (1975) Texture analysis using gray level run lengths. Comput Graph Image Process 4(2):172\u2013179. doi: 10.1016\/s0146-664x(75)80008-6","journal-title":"Comput Graph Image Process"},{"issue":"7","key":"838_CR40","doi-asserted-by":"crossref","first-page":"1160","DOI":"10.1364\/JOSAA.2.001160","volume":"2","author":"JG Daugman","year":"1985","unstructured":"Daugman JG (1985) Uncertainty relation for resolution in space, spatial-frequency, and orientation optimized by two-dimensional visual cortical filters. J Opt Soc Am A 2(7):1160\u20131169","journal-title":"J Opt Soc Am A"},{"issue":"2","key":"838_CR41","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1002\/cpa.10116","volume":"57","author":"EJ Candes","year":"2004","unstructured":"Candes EJ, Donoho DL (2004) New tight frames of curvelets and optimal representations of objects with piecewise C2 singularities. Commun Pure Appl Math 57(2):219\u2013266","journal-title":"Commun Pure Appl Math"},{"issue":"3","key":"838_CR42","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1137\/05064182X","volume":"5","author":"E Candes","year":"2006","unstructured":"Candes E, Demanet L, Donoho D, Ying L (2006) Fast discrete curvelet transforms. Multiscale Model Simul 5(3):861\u2013899. doi: 10.1137\/05064182X","journal-title":"Multiscale Model Simul"},{"issue":"2","key":"838_CR43","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"D Lowe","year":"2004","unstructured":"Lowe D (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60(2):91\u2013110. doi: 10.1023\/b:visi.0000029664.99615.94","journal-title":"Int J Comput Vis"},{"issue":"12","key":"838_CR44","doi-asserted-by":"crossref","first-page":"1598","DOI":"10.1016\/j.patrec.2011.01.004","volume":"32","author":"O Deniz","year":"2011","unstructured":"Deniz O, Bueno G, Salido J, De la Torre F (2011) Face recognition using histograms of oriented gradients. Pattern Recogn Lett 32(12):1598\u20131603","journal-title":"Pattern Recogn Lett"},{"issue":"1","key":"838_CR45","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1145\/1656274.1656278","volume":"11","author":"M Hall","year":"2009","unstructured":"Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH (2009) The WEKA data mining software: an update. SIGKDD Explor 11(1):10\u201318","journal-title":"SIGKDD Explor"},{"key":"838_CR46","first-page":"1","volume":"7","author":"J Dem\u0161ar","year":"2006","unstructured":"Dem\u0161ar J (2006) Statistical comparisons of classifiers over multiple data sets. J Mach Learn Res 7:1\u201330","journal-title":"J Mach Learn Res"},{"issue":"11","key":"838_CR47","doi-asserted-by":"crossref","first-page":"114005","DOI":"10.1088\/0957-0233\/22\/11\/114005","volume":"22","author":"II Andreadis","year":"2011","unstructured":"Andreadis II, Spyrou GM, Nikita KS (2011) A comparative study of image features for classification of breast microcalcifications. Meas Sci Technol 22(11):114005\u2013114013. doi: 10.1088\/0957-0233\/22\/11\/114005","journal-title":"Meas Sci Technol"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-013-0838-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11548-013-0838-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-013-0838-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,7,12]],"date-time":"2019-07-12T12:53:07Z","timestamp":1562935987000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11548-013-0838-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,4,13]]},"references-count":47,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2013,7]]}},"alternative-id":["838"],"URL":"https:\/\/doi.org\/10.1007\/s11548-013-0838-2","relation":{},"ISSN":["1861-6410","1861-6429"],"issn-type":[{"value":"1861-6410","type":"print"},{"value":"1861-6429","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,4,13]]}}}