{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,30]],"date-time":"2026-10-30T17:26:59Z","timestamp":1793381219204,"version":"4.5.0"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2014,3,23]],"date-time":"2014-03-23T00:00:00Z","timestamp":1395532800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Med Syst"],"published-print":{"date-parts":[[2014,4]]},"DOI":"10.1007\/s10916-014-0023-3","type":"journal-article","created":{"date-parts":[[2014,3,22]],"date-time":"2014-03-22T01:52:45Z","timestamp":1395453165000},"source":"Crossref","is-referenced-by-count":91,"title":["Detection of Breast Abnormality from Thermograms Using Curvelet Transform Based Feature Extraction"],"prefix":"10.1007","volume":"38","author":[{"given":"Sheeja V.","family":"Francis","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"M.","family":"Sasikala","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"S.","family":"Saranya","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2014,3,23]]},"reference":[{"key":"23_CR1","doi-asserted-by":"crossref","first-page":"2625","DOI":"10.1016\/j.neucom.2007.06.015","volume":"71","author":"NR Pal","year":"2008","unstructured":"Pal, N. R., Bhowmick, B., Patel, S. K., Pal, S., and Das, J., A multistage neural network aided system for detection of microcalcifications in digitized mammograms. Neurocomputing 71:2625\u20132634, 2008.","journal-title":"Neurocomputing"},{"issue":"4","key":"23_CR2","doi-asserted-by":"crossref","first-page":"171","DOI":"10.5306\/wjco.v2.i4.171","volume":"2","author":"SV Sree","year":"2011","unstructured":"Sree, S. V., Ng, E. Y.-K., Acharya, R. U., and Faust, O., Breast imaging: a survey. World Journal of Clinical Oncology 2(4):171\u2013178, 2011.","journal-title":"World Journal of Clinical Oncology"},{"key":"23_CR3","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1046\/j.1524-4741.1998.440245.x","volume":"4","author":"JR Keyserlingk","year":"1998","unstructured":"Keyserlingk, J. R., Ahlgren, P. D., Yu, E., and Belliveau, B., Infrared imaging of breast: initial reappraisal using high-resolution digital technology in 100 successive cases of stage I and II breast cancer. The Breast Journal 4:241\u2013251, 1998.","journal-title":"The Breast Journal"},{"key":"23_CR4","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1080\/03091900110086642","volume":"25","author":"EYK Ng","year":"2001","unstructured":"Ng, E. Y. K., and Ung, L. N., Statistical analysis of healthy and malignant breast thermography. Journal of Medical Engineering and Technology 25:253\u2013263, 2001.","journal-title":"Journal of Medical Engineering and Technology"},{"key":"23_CR5","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1109\/51.844380","volume":"19","author":"JF Head","year":"2000","unstructured":"Head, J. F., Wang, F., Lipari, C. A., and Elliott, R. L., The important role of infrared imaging in breast cancer. IEEE Engineering in Medicine and Biology Magazine 19:52\u201357, 2000.","journal-title":"IEEE Engineering in Medicine and Biology Magazine"},{"key":"23_CR6","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/j.infrared.2012.03.007","volume":"55","author":"BB Lahiri","year":"2012","unstructured":"Lahiri, B. B., Bagavathiappan, S., Jayakumar, T., and Phillip, J., Medical applications of infrared thermography: a review. Infrared Physics and Technology 55:221\u2013235, 2012.","journal-title":"Infrared Physics and Technology"},{"issue":"6","key":"23_CR7","doi-asserted-by":"crossref","first-page":"536","DOI":"10.1016\/j.crad.2011.01.009","volume":"66","author":"M Kontos","year":"2011","unstructured":"Kontos, M., and Fentiman, W. R., Digital infrared thermal imaging (DITI) of breast lesions: sensitivity and specificity of detection of primary breast cancers. Clinical Radiology 66(6):536\u2013539, 2011.","journal-title":"Clinical Radiology"},{"key":"23_CR8","doi-asserted-by":"crossref","first-page":"535","DOI":"10.1016\/j.ejso.2010.04.003","volume":"36","author":"GC Wishart","year":"2010","unstructured":"Wishart, G. C., Campisi, M., Boswell, M., Chapman, D., Shackleton, V., Iddles, S., Hallett, A., and Britton, P. D., The accuracy of digital infrared imaging for breast cancer detection in women undergoing breast biopsy. European Journal of Surgical Oncology 36:535\u2013540, 2010.","journal-title":"European Journal of Surgical Oncology"},{"key":"23_CR9","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1016\/j.ijthermalsci.2008.06.015","volume":"48","author":"EYK Ng","year":"2009","unstructured":"Ng, E. Y. K., A review of thermography as promising non-invasive detection modality for breast tumor. International Journal of Thermal Sciences 48:849\u2013859, 2009.","journal-title":"International Journal of Thermal Sciences"},{"issue":"6","key":"23_CR10","first-page":"4","volume":"2","author":"H GhayoumiZadeh","year":"2011","unstructured":"GhayoumiZadeh, H., AbaspurKazerouni, I., and Haddadni, J., Distinguish breast cancer based on thermal features in infrared images. Canadian Journal on Image Processing and Computer Vision. 2(6):4\u201358, 2011.","journal-title":"Canadian Journal on Image Processing and Computer Vision."},{"key":"23_CR11","unstructured":"Yang H.-Q., Xie S.-S., Lin Q.-Y., Ye Z., Chen S.-Q., Li H. (2007). A new infrared thermal imaging and its preliminary investigation of breast disease. Proc. of IEEE\/ICMEInl. Conf. on Complex Medical Engineering, 23\u201327 May, Beijing, China. 1071\u20131074."},{"key":"23_CR12","doi-asserted-by":"crossref","first-page":"2785","DOI":"10.1016\/j.sigpro.2012.08.012","volume":"93","author":"TB Borchartt","year":"2013","unstructured":"Borchartt, T. B., Conci, A., Lima, R. C. F., Resmini, R., and Sanchez, A., Breast thermography from an image processing viewpoint: A survey. Signal Processing 93:2785\u20132803, 2013.","journal-title":"Signal Processing"},{"key":"23_CR13","unstructured":"Jakubowska, T., Wiecek, B., Wysocki, M., Drews-Peszynski, C., Strzelecki, M., Classification of breast thermal images using artificial neural networks. Proc. of 26th Annual Inl. Conf. of IEEE Engineering in Medicine and Biology Society, 1 Sept.\u20135 Sept, San Francisco, CA, USA. pp. 1155\u20131158, 2004."},{"issue":"1","key":"23_CR14","doi-asserted-by":"crossref","first-page":"17","DOI":"10.3109\/03091902.2012.728674","volume":"37","author":"VS Francis","year":"2013","unstructured":"Francis, V. S., and Sasikala, M., Automatic detection of abnormal breast thermograms using asymmetry analysis of texture features. Journal of Medical Engineering & Technology 37(1):17\u201321, 2013.","journal-title":"Journal of Medical Engineering & Technology"},{"key":"23_CR15","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1016\/j.infrared.2009.10.006","volume":"53","author":"TE Jen-Hong","year":"2010","unstructured":"Jen-Hong, T. E., Ng, Y. K., RajendraAcharya, U., and Chee, C., Study of normal ocular thermogram using textural parameters. Infrared Physics & Technology 53:120\u2013126, 2010.","journal-title":"Infrared Physics & Technology"},{"key":"23_CR16","doi-asserted-by":"crossref","first-page":"1503","DOI":"10.1007\/s10916-010-9611-z","volume":"36","author":"UR Acharya","year":"2010","unstructured":"Acharya, U. R., Ng, E. Y., Tan, J. H., and Sree, S. V., Thermography based breast cancer detection using texture features and support vector machine. Journal of Medical Systems 36:1503\u20131510, 2010.","journal-title":"Journal of Medical Systems"},{"key":"23_CR17","unstructured":"OkyDwiNurhayati, Thomas Sri Widodo, AdhiSusanto, MaesadjiTjokronagoro., First order statistical features for breast cancer detection using thermal images. World Acad Sci Eng Technol. 46:382\u2013384, 2010."},{"issue":"9","key":"23_CR18","doi-asserted-by":"crossref","first-page":"40","DOI":"10.5120\/7803-0932","volume":"50","author":"SVAV PragatiKapoor","year":"2012","unstructured":"PragatiKapoor, S. V. A. V., and Prasad, S. P., Image segmentation and asymmetry analysis of breast thermograms for tumor detection. International Journal of Computer Applications. 50(9):40\u201345, 2012.","journal-title":"International Journal of Computer Applications."},{"key":"23_CR19","unstructured":"Wiecek, B., Wiecek, M., Strakowski, R., Jakubowska, T., Ng., E. Y. K., Wavelet-based thermal image classification for breast screening and other medical applications, chp. 12. In: Ng, E. Y. K., Acharya, U. R., and Suri, J. S., (Eds.), Performance evaluation techniques in multi-modality breast cancer screening, Diagnosis and Treatment, American Scientific Publishers, 2010."},{"key":"23_CR20","author":"U Rajendra Acharya","year":"2012","unstructured":"Rajendra Acharya, U., Ng, E. Y. K., Vinitha Sree, S., Chua, C. K., and Chattopadhyay, S., Higher order spectra analysis of breast thermograms for the automated identification of breast cancer. Expert Systems, 2012. doi: 10.1111\/j.1468-0394.2012.00654.x .","journal-title":"Expert Systems"},{"key":"23_CR21","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1016\/j.ijthermalsci.2013.03.001","volume":"69","author":"M Etehad Tavakol","year":"2013","unstructured":"Etehad Tavakol, M., Chandran, V., Ng, E. Y. K., and Kafieh, R., Breast cancer detection from thermal images using bispectral invariant features. International Journal of Thermal Sciences 69:21\u201336, 2013.","journal-title":"International Journal of Thermal Sciences"},{"key":"23_CR22","doi-asserted-by":"crossref","first-page":"1133","DOI":"10.1016\/j.patcog.2008.08.007","volume":"42","author":"G Schaefer","year":"2009","unstructured":"Schaefer, G., Z\u00e1vi\u0161ek, M., and Nakashima, T., Thermography based breast cancer analysis using statistical features and fuzzy classification. Pattern Recognition 42:1133\u20131137, 2009.","journal-title":"Pattern Recognition"},{"issue":"1","key":"23_CR23","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1007\/s10916-010-9450-y","volume":"36","author":"L Boquete","year":"2012","unstructured":"Boquete, L., Ortega, S., Miguel-Jim\u00e9nez, J. M., Rodr\u00edguez-Ascariz, J. M., and Blanco, R., Automated detection of breast cancer in thermal infrared images, based on independent component analysis. Journal of Medical Systems 36(1):103\u2013111, 2012.","journal-title":"Journal of Medical Systems"},{"issue":"3","key":"23_CR24","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/j.cmpb.2010.04.014","volume":"100","author":"M-Y Lee","year":"2010","unstructured":"Lee, M.-Y., and Yang, C.-S., Entropy-based feature extraction and decision tree induction for breast cancer diagnosis with standardized thermograph images. Computer Methods and Programs in Biomedicine 100(3):269\u2013282, 2010.","journal-title":"Computer Methods and Programs in Biomedicine"},{"key":"23_CR25","unstructured":"Jayashree, M., Menaka, M., Venkatraman, B., Baldev, B., Detection of breast lesions by infrared thermography. Proceedings of National Seminar on Medical Thermography, 21 Sept. \u201322 Sept, Chennai, India. 6\u20139, 2011."},{"key":"23_CR26","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1016\/j.infrared.2013.08.009","volume":"61","author":"M Etehad Tavakol","year":"2013","unstructured":"Etehad Tavakol, M., Ng, E. Y. K., Chandran, V., and Rabbani, H., Separable and non-separable discrete wavelet transform based texture features and image classification of breast thermograms. Infrared Physics Technology 61:274\u2013286, 2013.","journal-title":"Infrared Physics Technology"},{"key":"23_CR27","unstructured":"Vaisblat, A. V., Vesnin, S. G., Konkin, M. A., Lashchenkov, A. V., Tihomirova, N. N., Using microwave radiometry for detection of breast cancer, RES Ltd., Radiometry Company Literature Publisher. Russia, 2000."},{"key":"23_CR28","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1080\/03091900210146941","volume":"26","author":"EY Ng","year":"2002","unstructured":"Ng, E. Y., Fok, S. C., Peh, Y. C., Ng, F. C., and Sim, L. S. J., Computerized detection of breast cancer with artificial intelligence and thermograms. Journal of Medical Engineering and Technology 26:152\u2013157, 2002.","journal-title":"Journal of Medical Engineering and Technology"},{"issue":"7","key":"23_CR29","first-page":"245","volume":"2","author":"P Kapoor","year":"2012","unstructured":"Kapoor, P., Prasad, S. V. A. V., and Patni, S., Automatic analysis of breast thermograms for tumor detection based on biostatistical feature extraction and ANN. International Journal of Emerging Trends in Engineering and Development 2(7):245\u2013255, 2012.","journal-title":"International Journal of Emerging Trends in Engineering and Development"},{"issue":"5","key":"23_CR30","doi-asserted-by":"crossref","first-page":"33","DOI":"10.5120\/129-246","volume":"1","author":"P Kapoor","year":"2010","unstructured":"Kapoor, P., Prasad, S. V. A. V., and Bhayana, E., Real time intelligent thermal analysis approach for early diagnosis of breast cancer. International Journal of Computer Applications 1(5):33\u201336, 2010.","journal-title":"International Journal of Computer Applications"},{"key":"23_CR31","doi-asserted-by":"crossref","unstructured":"Kapoor, P., and Prasad, S. V. A. V., Image processing for early diagnosis of breast cancer using infrared images. Proc. of 2nd Inl. Conf. on Computer and Automation engineering, Feb. \u2013 28 Feb. Singapore. 564\u2013566, 2010.","DOI":"10.1109\/ICCAE.2010.5451827"},{"issue":"9","key":"23_CR32","first-page":"281","volume":"7","author":"HG Zadeh","year":"2011","unstructured":"Zadeh, H. G., Kazerouni, I. A., and Haddadnia, J., Diagnosis of breast cancer and clustering technique using thermal indicators exposed by infrared images. Journal of American Science 7(9):281\u2013288, 2011.","journal-title":"Journal of American Science"},{"key":"23_CR33","doi-asserted-by":"crossref","unstructured":"Candes E, Demanet L, Donoho D, Ying L. \u201cFast discrete curvelet transforms\u201d, 2005.","DOI":"10.1137\/05064182X"},{"key":"23_CR34","doi-asserted-by":"crossref","unstructured":"Candes, E. J., and Donoho, D. L., Curvelets, Multi-resolution Representation, and Scaling Laws, Wavelet Applications in Signal and Image Processing VIII, SPIE 4119, 2000.","DOI":"10.1117\/12.408568"},{"issue":"1","key":"23_CR35","doi-asserted-by":"crossref","first-page":"97","DOI":"10.14257\/ijast.2013.59.08","volume":"4","author":"VS Thakare","year":"2013","unstructured":"Thakare, V. S., Patil, N. N., and Sonawane, J. S., Survey on image texture classification techniques. International Journal of Advancements in Technology 4(1):97\u2013104, 2013.","journal-title":"International Journal of Advancements in Technology"},{"key":"23_CR36","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"3","author":"RM Haralick","year":"1973","unstructured":"Haralick, R. M., Shanmugam, K., and Dinstein, I., Textural features for image classification. IEEE Transactions on Systems, Man, and Cybernetics 3:610\u2013621, 1973.","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics"},{"issue":"4","key":"23_CR37","first-page":"417","volume":"113","author":"I Sovi","year":"2011","unstructured":"Sovi, I., Lipi, T., Gjenero, L., Grubi, I., and Skala, K., Experimental verification of heat source parameter estimation from 3D thermograms. Periodicum Biologorum UDC 113(4):417\u2013423, 2011.","journal-title":"Periodicum Biologorum UDC"},{"key":"23_CR38","doi-asserted-by":"crossref","first-page":"725","DOI":"10.4103\/0971-5916.91012","volume":"134","author":"V Umadevi","year":"2011","unstructured":"Umadevi, V., Raghavan, S. V., and Jaipurkar, S., Framework for estimating tumor parameters using thermal imaging. Indian Journal of Medical Research 134:725\u2013731, 2011.","journal-title":"Indian Journal of Medical Research"},{"key":"23_CR39","first-page":"1002","volume":"21","author":"N Gedik","year":"2013","unstructured":"Gedik, N., and Atasoy, A., A computer-aided diagnosis system for breast cancer detection by using a curvelet transform. Turkish Journal of Electrical Engineering & Computer Sciences. 21:1002\u20131014, 2013.","journal-title":"Turkish Journal of Electrical Engineering & Computer Sciences."}],"container-title":["Journal of Medical Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-014-0023-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10916-014-0023-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-014-0023-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,8]],"date-time":"2019-08-08T20:04:14Z","timestamp":1565294654000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10916-014-0023-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,3,23]]},"references-count":39,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2014,4]]}},"alternative-id":["23"],"URL":"https:\/\/doi.org\/10.1007\/s10916-014-0023-3","relation":{},"ISSN":["0148-5598","1573-689X"],"issn-type":[{"value":"0148-5598","type":"print"},{"value":"1573-689X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,3,23]]},"article-number":"23"}}