Performance Evaluation of a CAD System for Detecting Masses on Mammograms by Using the MIAS Database

作者: Takuji Iwase , Hiroshi Fujita , Tokiko Endo , Shenglan Li , Yuji Hatanaka

DOI: 10.11318/MII1984.18.144

关键词:

摘要: Since the evaluation is influenced by case selection, it necessary to apply some common databases in performance evaluation. To evaluate our computer-aided diag- nosis (CAD) system for detecting masses, 320 images from Mammogaphy Image Analy- sis Society (MIAS) database UK were applied this study. Our algorithm masses was based on a standard adaptive thresholding technique which had been developed group. However, preliminary result not as well those Japanese database. After we adjusted values of system, 90% sensitivity with 0.8 false positive (FP) achieved indicated that scheme effective different both Japan and UK. Moreover, differences between MIAS Japa- nese also discussed.

参考文章(17)
Tomoko Matsubara, Hiroshi Fujita, Takeshi Hara, Satoshi Kasai, Osamu Otsuka, Yuji Hatanaka, Tokiko Endo, Development of a New Algorithm for Detection of Mammographic Masses Digital Mammography / IWDM. pp. 139- 142 ,(1998) , 10.1007/978-94-011-5318-8_22
Norhayati Ibrahim, Hiroshi Fujita, Takeshi Hara, Tokiko Endo, Automated detection of clustered microcalcifications on mammograms: CAD system application to MIAS database Physics in Medicine and Biology. ,vol. 42, pp. 2577- 2589 ,(1997) , 10.1088/0031-9155/42/12/021
Robert M. Nishikawa, Maryellen L. Giger, Kunio Doi, Charles E. Metz, Fang-Fang Yin, Carl J. Vyborny, Robert A. Schmidt, Effect of case selection on the performance of computer-aided detection schemes. Medical Physics. ,vol. 21, pp. 265- 269 ,(1994) , 10.1118/1.597287
Berkman Sahiner, Heang-Ping Chan, Nicholas Petrick, Mark A. Helvie, Mitchell M. Goodsitt, Computerized characterization of masses on mammograms: The rubber band straightening transform and texture analysis Medical Physics. ,vol. 25, pp. 516- 526 ,(1998) , 10.1118/1.598228
Hiroshi Fujita, Tokiko Endo, Tomoko Matsubara, Kenichi Hirako, Takeshi Hara, Hitoshi Ueda, Yasuhiro Torisu, Nader Riyahi-Alam, Katsuhei Horita, Choichiro Kido, Takeo Ishigaki, Automated detection of masses and clustered microcalcifications on mammograms Medical Imaging 1995: Image Processing. ,vol. 2434, pp. 682- 692 ,(1995) , 10.1117/12.208741
Maria Kallergi, Gregory M. Carney, Jorge Gaviria, Evaluating the performance of detection algorithms in digital mammography Medical Physics. ,vol. 26, pp. 267- 275 ,(1999) , 10.1118/1.598514
Arturo J Mendez, Pablo G Tahoces, Marı́a J Lado, Miguel Souto, Juan J Vidal, None, Computer‐aided diagnosis: Automatic detection of malignant masses in digitized mammograms Medical Physics. ,vol. 25, pp. 957- 964 ,(1998) , 10.1118/1.598274
Fang-Fang Yin, Maryellen L. Giger, Kunio Doi, Carl J. Vyborny, Robert A. Schmidt, Computerized detection of masses in digital mammograms: automated alignment of breast images and its effect on bilateral-subtraction technique. Medical Physics. ,vol. 21, pp. 445- 452 ,(1994) , 10.1118/1.597307
Datong Wei, Heang-Ping Chan, Nicholas Petrick, Berkman Sahiner, Mark A. Helvie, Dorit D. Adler, Mitchell M. Goodsitt, False-positive reduction technique for detection of masses on digital mammograms: Global and local multiresolution texture analysis Medical Physics. ,vol. 24, pp. 903- 914 ,(1997) , 10.1118/1.598011
S.-M. Lai, X. Li, W.F. Biscof, On techniques for detecting circumscribed masses in mammograms IEEE Transactions on Medical Imaging. ,vol. 8, pp. 377- 386 ,(1989) , 10.1109/42.41491