Development of a support vector machine-based image analysis system for assessing the thyroid nodule malignancy risk on ultrasound.
作者： Stavros Tsantis , Dionisis Cavouras , Ioannis Kalatzis , Nikos Piliouras , Nikos Dimitropoulos
DOI: 10.1016/J.ULTRASMEDBIO.2005.07.009
关键词:
摘要: Abstract An SVM-based image analysis system was developed for assessing the malignancy risk of thyroid nodules. Ultrasound images 120 cytology confirmed nodules (78 low-risk and 42 high-risk malignancy) were manually segmented by a physician using custom software in C++. From each nodule, 40 textural features automatically calculated used with SVM algorithm design system. Highest classification accuracy 96.7%, misdiagnosing two The proposed may be value to physicians as second opinion tool avoiding unnecessary invasive procedures. (E-mail: tsantis@med.upatras.gr )
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sci-hub.se 参考文章(20)
Vojislav Kecman, Learning and Soft Computing: Support Vector Machines, Neural Networks, and Fuzzy Logic Models ,(2001)
K. Rao, N. Ahmed, Orthogonal transforms for digital signal processing international conference on acoustics, speech, and signal processing. ,vol. 1, pp. 136- 140 ,(1976) , 10.1109/ICASSP.1976.1170121
BSCH OLKOPF, C Burges, A Smola, Advances in kernel methods: support vector learning international conference on neural information processing. ,(1999) , 10.5555/299094
ANDRÉ J VAN HERLE, PHILIP RICH, BRITT-MARIE E LJUNG, MICHAEL W ASHCRAFT, DAVID H SOLOMON, EMMETT B KEELER, The Thyroid Nodule Annals of Internal Medicine. ,vol. 96, pp. 221- 232 ,(1982) , 10.7326/0003-4819-96-2-221
David A.K. Watters, Anil T. Ahuja, Rhodri M. Evans, Wilson Chick, Walter W.K. King, Constantine Metreweli, Arthur K.C. Li, Role of ultrasound in the management of thyroid nodules The American Journal of Surgery. ,vol. 164, pp. 654- 657 ,(1992) , 10.1016/S0002-9610(05)80728-7
Mary M. Galloway, Texture analysis using gray level run lengths Computer Graphics and Image Processing. ,vol. 4, pp. 172- 179 ,(1975) , 10.1016/S0146-664X(75)80008-6
Eduardo K Tomimori, Roselinda Y. A Camargo, Helio Bisi, Geraldo Medeiros-Neto, Combined ultrasonographic and cytological studies in the diagnosis of thyroid nodules Biochimie. ,vol. 81, pp. 447- 452 ,(1999) , 10.1016/S0300-9084(99)80094-7
Robert M. Haralick, K. Shanmugam, Its'Hak Dinstein, Textural Features for Image Classification IEEE Transactions on Systems, Man, and Cybernetics. ,vol. SMC-3, pp. 610- 621 ,(1973) , 10.1109/TSMC.1973.4309314
Ellen Marqusee, Carol B Benson, Mary C Frates, Peter M Doubilet, P Reed Larsen, Edmund S Cibas, Susan J Mandel, Usefulness of Ultrasonography in the Management of Nodular Thyroid Disease Annals of Internal Medicine. ,vol. 133, pp. 696- 700 ,(2000) , 10.7326/0003-4819-133-9-200011070-00011
S. Peccin, J. A. S. de Castro, T. W. Furlanetto, A. P. A. Furtado, B. A. Brasil, M. A. Czepielewski, Ultrasonography: Is it useful in the diagnosis of cancer in thyroid nodules? Journal of Endocrinological Investigation. ,vol. 25, pp. 39- 43 ,(2002) , 10.1007/BF03343959