A New Classification Method based on Calcification Shapes in Mammographic Images

碩士 === 國立中興大學 === 資訊科學研究所 === 93 === When most mammograms have been digitized, how to effectively assist the doctors to diagnose a large number of materials rapidly has become an important task. Due to the minimal area of calcification of mammogram, the shape of calcification is an important basis t...

Full description

Bibliographic Details
Main Authors: Yu Hsin Hsien, 余信賢
Other Authors: P.W. Huang
Format: Others
Language:zh-TW
Published: 2005
Online Access:http://ndltd.ncl.edu.tw/handle/89145759663925228521
id ndltd-TW-093NCHU0394047
record_format oai_dc
spelling ndltd-TW-093NCHU03940472015-10-13T15:29:19Z http://ndltd.ncl.edu.tw/handle/89145759663925228521 A New Classification Method based on Calcification Shapes in Mammographic Images 一種新的乳房X光攝影片鈣化形狀分類方法 Yu Hsin Hsien 余信賢 碩士 國立中興大學 資訊科學研究所 93 When most mammograms have been digitized, how to effectively assist the doctors to diagnose a large number of materials rapidly has become an important task. Due to the minimal area of calcification of mammogram, the shape of calcification is an important basis to diagnose that the calcification is benign or malignant. It will be very meaningful for doctor if we can classify the shape of calcification after we segment the calcification of mammogram. It makes the doctors get one more reliable data to diagnose the pathology of mammogram. This research is aimed at each calcification of mammogram image to determine and classify it. Because the area of calcification is usually minimal, general techniques of determining and classifying the shape are not easy to work out. Therefore, I propose a way called decision tree and appropriately constitute some simple features of shape through it. Then I discriminate the calcification of different shapes by Bayes classifier. The result of the experiment has proved that such tactic can reach good effect of classifying. P.W. Huang 黃博惠 2005 學位論文 ; thesis 40 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 國立中興大學 === 資訊科學研究所 === 93 === When most mammograms have been digitized, how to effectively assist the doctors to diagnose a large number of materials rapidly has become an important task. Due to the minimal area of calcification of mammogram, the shape of calcification is an important basis to diagnose that the calcification is benign or malignant. It will be very meaningful for doctor if we can classify the shape of calcification after we segment the calcification of mammogram. It makes the doctors get one more reliable data to diagnose the pathology of mammogram. This research is aimed at each calcification of mammogram image to determine and classify it. Because the area of calcification is usually minimal, general techniques of determining and classifying the shape are not easy to work out. Therefore, I propose a way called decision tree and appropriately constitute some simple features of shape through it. Then I discriminate the calcification of different shapes by Bayes classifier. The result of the experiment has proved that such tactic can reach good effect of classifying.
author2 P.W. Huang
author_facet P.W. Huang
Yu Hsin Hsien
余信賢
author Yu Hsin Hsien
余信賢
spellingShingle Yu Hsin Hsien
余信賢
A New Classification Method based on Calcification Shapes in Mammographic Images
author_sort Yu Hsin Hsien
title A New Classification Method based on Calcification Shapes in Mammographic Images
title_short A New Classification Method based on Calcification Shapes in Mammographic Images
title_full A New Classification Method based on Calcification Shapes in Mammographic Images
title_fullStr A New Classification Method based on Calcification Shapes in Mammographic Images
title_full_unstemmed A New Classification Method based on Calcification Shapes in Mammographic Images
title_sort new classification method based on calcification shapes in mammographic images
publishDate 2005
url http://ndltd.ncl.edu.tw/handle/89145759663925228521
work_keys_str_mv AT yuhsinhsien anewclassificationmethodbasedoncalcificationshapesinmammographicimages
AT yúxìnxián anewclassificationmethodbasedoncalcificationshapesinmammographicimages
AT yuhsinhsien yīzhǒngxīnderǔfángxguāngshèyǐngpiàngàihuàxíngzhuàngfēnlèifāngfǎ
AT yúxìnxián yīzhǒngxīnderǔfángxguāngshèyǐngpiàngàihuàxíngzhuàngfēnlèifāngfǎ
AT yuhsinhsien newclassificationmethodbasedoncalcificationshapesinmammographicimages
AT yúxìnxián newclassificationmethodbasedoncalcificationshapesinmammographicimages
_version_ 1717765993433923584