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Werapon CHIRACHARIT Kosin CHAMNONGTHAI King Mongkut’s University of Technology Thonburi Electrical and Computer Engineer

D ETECTION AND C LASSIFICATION OF M ICROCALCIFICATIONS IN D IGITIZED M AMMOGRAMS FOR C OMPUTER- A IDED D IAGNOSIS OF B REAST C ANCER. Werapon CHIRACHARIT Kosin CHAMNONGTHAI King Mongkut’s University of Technology Thonburi Electrical and Computer Engineering. B REAST C ANCER.

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Werapon CHIRACHARIT Kosin CHAMNONGTHAI King Mongkut’s University of Technology Thonburi Electrical and Computer Engineer

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  1. DETECTION AND CLASSIFICATION OF MICROCALCIFICATIONS IN DIGITIZED MAMMOGRAMS FOR COMPUTER-AIDED DIAGNOSIS OF BREAST CANCER Werapon CHIRACHARIT Kosin CHAMNONGTHAI King Mongkut’s University of Technology Thonburi Electrical and Computer Engineering

  2. BREAST CANCER Major Cause for Mortality of Women its cause?

  3. SCREENING TEST Mammography: Breast X-Ray Imaging ultrasound imaging thermography magnetic resonance imaging

  4. MAMMOGRAM FILMS Two Mammographic Views

  5. COMPUTER-AIDED DIAGNOSIS (CAD) Second Opinion

  6. DIGITIZED MAMMOGRAM Transparency Adapter X-Ray Film Scanner Computer

  7. MICROCALCIFICATIONS Presentation of Mineral Deposits as Specks

  8. RELATED WORK Digital Mammograms Detection of Microcalcifications Classification of Microcalcifications Benign / Malignant

  9. PART IDETECTION OF MICROCALCIFICATIONS • small size & vary shape • low contrast to background • ambiguity from noises Calcification or Non-calcification?

  10. MAMMOGRAPHIC ANALYSIS microcalcifications noises intensity background position

  11. DETECTED MICROCALCIFICATIONS input image output image

  12. PART IICLASSIFICATION OF MICROCALCIFICATIONS to be continued Benign or Malignant?

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