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Developing of Digital Mammography System For Asian Women
 - Microcalcification Detection for Computer Aided Diagnosis (CAD)
2002 . 12 ~ current
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1. Breast cancer

A leading cause of death among middle-aged women.
Early detection can reduce the mortality.
Microcalcification is one of the earliest signs of breast cancer.
Microcalcification detection is an important part in CAD system.
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2. Mammography
A special kind of x-ray to visualize the internal structure of the breast.
Mammogram is result image of X-ray picture
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Fig 1. Examples of Mammogram with Microcalcification
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3. Full-Filed Digital Mammography (FFDM)
Mammogram is captured by computer
Store, display, transmission
Chance image by the radiologist - zoom, chance dynamic range and contrast
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4. Computer-aided diagnosis (CAD)
Find potential cancer or abnormal area on mammogram using computer
The radiologist check especially closely in making area
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5. A CAD system for Microcalcification detection
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Fig 2. Overall procedure of CAD system for Microcalcification detection
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Two detection layers for microcalcification
Adopting SVM at each detection layer
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A) 1st detection layer : ROI generation (Potential pixel detection)
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B) 2nd detection layer : Microcalcification decision (Potential region detection)
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Microcalcification detection example
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       (a) Original image                                        (b) ROI detection                                 (c) Microcalcification detection
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Kwon Ju Won nalychee@icu.ac.krr
Personal History
2000. 03 ~ 2005. 02. Electrical Engineering in Inha Univ. Univ.
2005. 03 ~ 2006. 08. Master in Information and Communications Univ.
2006. 09 ~ current Ph.D Course in Information and Communications Univ.
Interest Field
 Mammography, CAD (Computer Aided Diagnosis)
 Pattern Recognition
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°­È£°æ, Nguyen N. Thanh, ³ë¿ë¸¸, ±è¼º¹Î, ±è¿øÇÏ, ¡°CAD ½Ã½ºÅÛ¿¡¼­ ¹Ì¼¼¼®È¸È­ÀÇ ÀûÀÀ °ËÃâ ¹æ¹ýÀÇ ¿¬±¸,¡± ´ëÇÑÀÇ¿ë»ýü°øÇÐȸ Ãß°èÇмú´ëȸ, p. 610-613 , 2003
°­È£°æ, ³ë¿ë¸¸, ±è¼º¹Î, ÃÖ¿¬Çö, ¡°¸¶¸ð±×·¡ÇÇ¿¡¼­ ¹Ì¼¼¼®È¸È­ÀÇ ÀûÀÀÀû ´ëºñµµ °­È­¿¡ ´ëÇÑ ¿¬±¸,¡± Á¦ 30ȸ Ãá°èÀÇ¿ë»ýü°øÇÐȸ, p.81 , may. 2004.
Ho-Kyung Kang, Sung-Min Kim, Nguyen N. Thanh,Yong Man Ro, and Won-Ha Kim, ¡°Adaptive Microcalcification Detection in Computer Aided Diagnosis,¡± LNCS(Lecture Notes in Computer Science) 3039 , June. 2004
Ho-Kyung Kang, Sung-Min Kim, Nguyen N. Thanh,Yong Man Ro, and Won-Ha Kim, ¡°Adaptive Microcalcification Detection in Computer Aided Diagnosis,¡± LNCS(Lecture Notes in Computer Science) 3039 , June. 2004
°­È£°æ, ³ë¿ë¸¸, ±è¼º¹Î, ÃÖ¿¬Çö, ¡°CAD ½Ã½ºÅÛ¿¡¼­ ¹Ì¼¼¼®È¸È­ °ËÃâÀ» À§ÇÑ ¸¶¸ð±×·¥ Àüó¸® °úÁ¤,¡± Ãß°èÀÇ¿ë»ýü°øÇÐȸ, p.117 , 2004
Ho-Kyung Kang, Sung-Min Kim, Yong Man Ro, "Microcalcification Detection System for computer Aided Diagnosis,¡± CISST2005, p.237~243 , June 2005
Hokyung Kang, Yong Man Ro, Sung Min Kim, ¡°A Microcalcification Detection Using Adaptive Contrast Enhancement on Wavelet Transform and Neural Network,¡± IEICE TRANS. on Information & Systems IEICE Trans.on information and systems Vol.E89-D,NO.3 pp.1280 - 1287 March 2006
±ÇÁÖ¿ø, °­È£°æ, Do Quan, ³ë¿ë¸¸, ±è¼º¹Î, ¡°¹Ì¼¼¼®È¸È­ °ËÃâÀ» À§ÇÑ SVM °³¹ß,¡± Á¦19ȸ ½Åȣó¸®ÇÕµ¿Çмú´ëȸ 2006 , Á¦ 19±Ç Á¦ 1È£, pp. 93
Do Quan, Ho-Kyung Kang, Ju Won Kwon, Yong Man Ro, Sungmin Kim, ¡°A novel approach to mass detection based on measuring centroid distribution,¡± Á¦19ȸ ½Åȣó¸®ÇÕµ¿Çмú´ëȸ 2006 ½Åȣó¸®ÇÕµ¿Çмú´ëȸ, Á¦ 19±Ç Á¦ 1È£, pp. 94
Ju Won Kwon, Hokyoung Kang, Yong Man Ro, Sung Min Kim, ¡°A Microcalcification Detection Using Multi-Layer Support Vector Machine in Korean Digital Mammogram,¡± World Congress on Medical Physics and Biomedical Engineering, pp. 2208-2211, sep. 2006
±ÇÁÖ¿ø, °­È£°æ, ³ë¿ë¸¸, ±è¼º¹Î, ¡°Çѱ¹Çü µðÁöÅÐ ¸¶¸ð±×·¡ÇÇ¿¡¼­ SVMÀ» ÀÌ¿ëÇÑ °èÃþÀû ¹Ì¼¼¼®È¸È­ °ËÃâ ¹æ¹ý,¡± ´ëÇÑÀÇ¿ë»ýü°øÇÐȸ ³í¹®Áö 2006³â Á¦ 27±Ç Á¦ 5È£, pp. 291-299
Ju Won Kwon, Yong Man Ro, Sung Min Kim, ¡°Improvement of SVM based Microcalcification Detection,¡± Asian Forum on Medical Imaging 2007, Vol.2 pp.129-132
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