{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T08:36:17Z","timestamp":1770280577776,"version":"3.49.0"},"reference-count":38,"publisher":"Elsevier BV","issue":"10","license":[{"start":{"date-parts":[[2004,10,1]],"date-time":"2004-10-01T00:00:00Z","timestamp":1096588800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Pattern Recognition"],"published-print":{"date-parts":[[2004,10]]},"DOI":"10.1016\/j.patcog.2003.03.001","type":"journal-article","created":{"date-parts":[[2004,6,25]],"date-time":"2004-06-25T08:30:56Z","timestamp":1088152256000},"page":"1973-1986","source":"Crossref","is-referenced-by-count":146,"title":["Comparison of multiwavelet, wavelet, Haralick, and shape features for microcalcification classification in mammograms"],"prefix":"10.1016","volume":"37","author":[{"given":"Hamid","family":"Soltanian-Zadeh","sequence":"first","affiliation":[]},{"given":"Farshid","family":"Rafiee-Rad","sequence":"additional","affiliation":[]},{"given":"Siamak","family":"Pourabdollah-Nejad D","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.patcog.2003.03.001_BIB1","unstructured":"A.G. Haus, M.J. Yaffe, A categorical course in physics, Technical aspects of breast imaging, Radiological Society of North America, Presented at the 79th Scientific Assembly and Annual Meeting, 1993."},{"key":"10.1016\/j.patcog.2003.03.001_BIB2","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1148\/radiology.160.2.3726103","article-title":"Breast calcifications","volume":"160","author":"Sickles","year":"1986","journal-title":"Radiology"},{"key":"10.1016\/j.patcog.2003.03.001_BIB3","doi-asserted-by":"crossref","unstructured":"Y. Jiang, R.M. Nishikawa, D.E. Wolverton, C.E. Metz, R.A., Schmidt, K. Doi, Computerized classification of malignant and benign clustered microcalcifications in mammograms, Proceedings of the 19th Annual International Conference of the IEEE Eng. in Med. and Biol. Soc., 1997, pp. 521\u2013523.","DOI":"10.1109\/IEMBS.1997.757660"},{"issue":"2","key":"10.1016\/j.patcog.2003.03.001_BIB4","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1109\/42.836371","article-title":"A CAD system for the automatic detection of clustered microcalcifications in digitized mammogram films","volume":"19","author":"Yu","year":"2000","journal-title":"IEEE Trans. Med. Imag."},{"key":"10.1016\/j.patcog.2003.03.001_BIB5","first-page":"313","article-title":"Requirement of microcalcification detection for computerized classification of malignant and benign clustered microcalcifications","volume":"3338","author":"Jiang","year":"1998","journal-title":"Proc. SPIE\u2014Int. Soc. Opt. Eng."},{"issue":"837","key":"10.1016\/j.patcog.2003.03.001_BIB6","doi-asserted-by":"crossref","first-page":"903","DOI":"10.1259\/bjr.70.837.9486066","article-title":"Segmentation and numerical analysis of microcalcifications on mammograms using mathematical morphology","volume":"70","author":"Betal","year":"1997","journal-title":"Br. J. Radiol."},{"issue":"5","key":"10.1016\/j.patcog.2003.03.001_BIB7","doi-asserted-by":"crossref","first-page":"891","DOI":"10.1016\/S0031-3203(98)00099-5","article-title":"Classification of microcalcifications in digital mammograms using trend-oriented radial basis function neural network","volume":"32","author":"Tsujii","year":"1999","journal-title":"Pattern Recognition"},{"issue":"5","key":"10.1016\/j.patcog.2003.03.001_BIB8","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1016\/S1076-6332(98)80154-2","article-title":"Digital mammography","volume":"5","author":"Qian","year":"1998","journal-title":"Acad. Radiol."},{"issue":"1","key":"10.1016\/j.patcog.2003.03.001_BIB9","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1117\/1.482700","article-title":"Automatic detection of clustered microcalcifications in digitized mammogram films","volume":"8","author":"Songyang","year":"1999","journal-title":"J. Electronic Imaging"},{"issue":"2","key":"10.1016\/j.patcog.2003.03.001_BIB10","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1109\/42.836371","article-title":"A CAD system for the automatic detection of clustered microcalcifications in digitized mammogram films","volume":"19","author":"Songyang","year":"2000","journal-title":"IEEE Trans. Med. Imag."},{"issue":"1","key":"10.1016\/j.patcog.2003.03.001_BIB11","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1118\/1.598852","article-title":"Segmentation of suspicious clustered microcalcifications in mammograms","volume":"27","author":"Gavrielides","year":"2000","journal-title":"Med. Phys."},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB12","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1109\/42.500063","article-title":"Analysis of mammographic microcalcifications using gray-level image structure features","volume":"15","author":"Dhawan","year":"1996","journal-title":"IEEE Trans. Med. Imag."},{"issue":"6","key":"10.1016\/j.patcog.2003.03.001_BIB13","doi-asserted-by":"crossref","first-page":"780","DOI":"10.1117\/12.7973905","article-title":"Mammographic texture analysis","volume":"25","author":"Magnin","year":"1986","journal-title":"Opt. Eng."},{"issue":"2","key":"10.1016\/j.patcog.2003.03.001_BIB14","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1109\/42.293919","article-title":"Application of shape analysis to mammographic calcifications","volume":"13","author":"Shen","year":"1994","journal-title":"IEEE Trans. Med. Imag."},{"key":"10.1016\/j.patcog.2003.03.001_BIB15","doi-asserted-by":"crossref","first-page":"832","DOI":"10.1117\/12.366840","article-title":"Microcalcification classification in mammograms using multiwavelet features","volume":"3813","author":"Rafiee-Rad","year":"1999","journal-title":"Proc. SPIE"},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB16","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1088\/0031-9155\/42\/3\/008","article-title":"Computerized classification of malignant and benign microcalcifications on mammograms","volume":"42","author":"Heang-Ping","year":"1997","journal-title":"Phys. Med. Biol."},{"issue":"10","key":"10.1016\/j.patcog.2003.03.001_BIB17","doi-asserted-by":"crossref","first-page":"2007","DOI":"10.1118\/1.598389","article-title":"Computerized analysis of mammographic microcalcifications in morphological and texture feature spaces","volume":"25","author":"Chan","year":"1998","journal-title":"Med. Phys."},{"issue":"7","key":"10.1016\/j.patcog.2003.03.001_BIB18","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1109\/34.192463","article-title":"A theory for multiresolution signal decomposition","volume":"11","author":"Mallat","year":"1989","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"1","key":"10.1016\/j.patcog.2003.03.001_BIB19","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1007\/BF03168476","article-title":"Wavelet compression and segmentation of digital mammograms","volume":"7","author":"Lucier","year":"1994","journal-title":"J. Digital Imaging"},{"issue":"5","key":"10.1016\/j.patcog.2003.03.001_BIB20","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1109\/51.464772","article-title":"Computer assisted diagnosis for digital mammography","volume":"14","author":"Qian","year":"1995","journal-title":"IEEE Eng. Med. Biol. Mag."},{"issue":"4","key":"10.1016\/j.patcog.2003.03.001_BIB21","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1109\/42.363095","article-title":"Mammographic feature enhancement by multiscale analysis","volume":"13","author":"Laine","year":"1994","journal-title":"IEEE Trans. Med. Imag."},{"issue":"2","key":"10.1016\/j.patcog.2003.03.001_BIB22","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1109\/42.491423","article-title":"Wavelet transforms for detecting microcalcifications in mammograms","volume":"15","author":"Strickland","year":"1996","journal-title":"IEEE Trans. Med. Imag."},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB23","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1109\/51.499766","article-title":"Using neural networks to select wavelet features for breast cancer diagnosis","volume":"15","author":"Kocur","year":"1996","journal-title":"IEEE Eng. Med. Biol. Mag."},{"issue":"4","key":"10.1016\/j.patcog.2003.03.001_BIB24","doi-asserted-by":"crossref","first-page":"548","DOI":"10.1109\/83.753742","article-title":"The application of multiwavelet filter banks to image processing","volume":"8","author":"Strela","year":"1999","journal-title":"IEEE Trans. Imag. Process."},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB25","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1006\/acha.1999.0288","article-title":"Symmetric-antisymmetric orthogonal multiwavelets and related scalar wavelets","volume":"8","author":"Shen","year":"2000","journal-title":"Appl. Comput. Harmonic Anal."},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB26","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1109\/42.712137","article-title":"MR image analysis applied to the diagnosis and tracking of Alzheimer's disease","volume":"17","author":"Freeborough","year":"1998","journal-title":"IEEE Trans. Med. Imag."},{"key":"10.1016\/j.patcog.2003.03.001_BIB27","doi-asserted-by":"crossref","unstructured":"H. Soltanian-Zadeh, S. Pourabdollah-Nejad, F. Rafiee-Rad, Shape-based and texture-based feature extraction for classification of microcalcifications in mammograms, Proceedings of the SPIE Med. Imag. Conf., San Diego CA, February 2001.","DOI":"10.1117\/12.431100"},{"key":"10.1016\/j.patcog.2003.03.001_BIB28","series-title":"Computer Vision","author":"Shapiro","year":"2001"},{"issue":"2","key":"10.1016\/j.patcog.2003.03.001_BIB29","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1109\/78.823972","article-title":"A general approach for analysis and application of discrete multiwavelet transform","volume":"48","author":"Tham","year":"2000","journal-title":"IEEE Trans. Signal Process."},{"key":"10.1016\/j.patcog.2003.03.001_BIB30","doi-asserted-by":"crossref","unstructured":"X.G. Xia, J.S. Geronimo, D.P. Hardin, B.W. Suter, Design of prefilters for discrete multiwavelet transforms, IEEE Trans. Signal Process. 44(1) 25\u201335.","DOI":"10.1109\/78.482009"},{"issue":"6","key":"10.1016\/j.patcog.2003.03.001_BIB31","doi-asserted-by":"crossref","first-page":"1558","DOI":"10.1109\/78.678469","article-title":"A new prefilter design for discrete multiwavelet transform","volume":"46","author":"Xia","year":"1998","journal-title":"IEEE Trans. Signal Process."},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB32","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1006\/jath.1994.1085","article-title":"Fractal functions and wavelet expressions based on several scaling functions","volume":"78","author":"Geronimo","year":"1994","journal-title":"J. Approx. Theory"},{"issue":"3","key":"10.1016\/j.patcog.2003.03.001_BIB33","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/0168-9274(95)00111-5","article-title":"A study on orthonormal multi-wavelets","volume":"20","author":"Chui","year":"1996","journal-title":"Appl. Numer. Math."},{"key":"10.1016\/j.patcog.2003.03.001_BIB34","series-title":"Genetic Algorithms in Search, Optimization and Machine Learning","author":"Goldberg","year":"1989"},{"key":"10.1016\/j.patcog.2003.03.001_BIB35","doi-asserted-by":"crossref","unstructured":"W. Siedlecki, Skalanski, On automatic feature selection, Int. J. Pattern Recogn. Art. Intell. 2(2) 1988 197\u2013220.","DOI":"10.1142\/S0218001488000145"},{"key":"10.1016\/j.patcog.2003.03.001_BIB36","series-title":"Evaluations of Diagnostic Systems: Methods From Signal Detection Theory","author":"Swets","year":"1982"},{"key":"10.1016\/j.patcog.2003.03.001_BIB37","doi-asserted-by":"crossref","unstructured":"N. Karssemeijer, A stochastic model for automated detection of calcifications in film mammograms, Proceedings of the 12th Int. Conf. Inform. Processing Med. Imag., Wye, UK, 1991, pp. 227\u2013238.","DOI":"10.1007\/BFb0033756"},{"key":"10.1016\/j.patcog.2003.03.001_BIB38","unstructured":"N. Karssemeijer, Adaptive noise equalization and image analysis in mammography, 13th International Conference on Inform. Processing and Med. Imag., Flagstaff, AZ, 1992, pp. 427-486 (The Nijmegen database is available by anonymous FTP from figment.csee.usf.edu)."}],"container-title":["Pattern Recognition"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0031320304001323?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0031320304001323?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2020,4,2]],"date-time":"2020-04-02T10:54:26Z","timestamp":1585824866000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0031320304001323"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004,10]]},"references-count":38,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2004,10]]}},"alternative-id":["S0031320304001323"],"URL":"https:\/\/doi.org\/10.1016\/j.patcog.2003.03.001","relation":{},"ISSN":["0031-3203"],"issn-type":[{"value":"0031-3203","type":"print"}],"subject":[],"published":{"date-parts":[[2004,10]]}}}