Calcification Descriptor and Relevance Feedback Learning Algorithms for Content-Based Mammogram Retrieval

机译：基于内容的乳房X线照片检索的钙化描述符和相关反馈学习算法

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In recent years a large number of digital mammograms have been generated in hospitals and breast screening centers. To assist diagnosis through indexing those mammogram databases, we proposed a content-based image retrieval framework along with a novel feature extraction technique for describing the degree of calcification phenomenon revealed in the mammograms and six relevance feedback learning algorithms, which fall in the category of query point movement, for improving system performance. The results show that the proposed system can reach a precision rate of 0.716 after five rounds of relevance feedback have been performed.

机译：近年来，在医院和乳房筛查中心已经产生了大量的数字化乳房X线照片。为了通过对这些乳房X线照片数据库建立索引来辅助诊断，我们提出了一种基于内容的图像检索框架，以及一种新颖的特征提取技术，用于描述乳房X线照片中揭示的钙化现象的程度以及六种相关反馈学习算法，它们属于查询类别点运动，以提高系统性能。结果表明，提出的系统经过五轮相关反馈后，可以达到0.716的精度。

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《International Workshop on Digital Mammography(IWDM 2006); 20060618-21; Manchester(GB)》|2006年|P.307-314|共8页
会议地点 Manchester(GB)
作者
Chia-Hung Wei; Chang-Tsun Li;
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Department of Computer Science University of Warwick Coventry, CV4 7AL, United Kingdom;

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原文格式 PDF
正文语种 eng
中图分类生物医学工程;
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1. A novel long-term learning algorithm for relevance feedback in content-based image retrieval [J] . Hui Lu, Xianglin Huang, Lifang Yang, Telecommunication systems: Modeling, Analysis, Design and Management . 2013,第3期

机译：一种基于内容的图像检索中相关反馈的新型长期学习算法
2. Efficient evaluation of relevance feedback algorithms for XML content-based retrieval systems [J] . Awny Sayed, Ahmed A. Radwan, Mohamed M. Abdallah International journal of web information systems . 2010,第2期

机译：基于XML内容的检索系统的相关反馈算法的有效评估
3. A learning automata framework based on relevance feedback for content-based image retrieval [J] . Mohsen Fathian, Fardin Akhlaghian Tab, Karim Moradi, International journal of machine learning and cybernetics . 2018,第9期

机译：基于相关性反馈的基于内容的图像学习自动机框架
4. Calcification Descriptor and Relevance Feedback Learning Algorithms for Content-Based Mammogram Retrieval [C] . Chia-Hung Wei, Chang-Tsun Li International Workshop on Digital Mammography(IWDM 2006) . 2006

机译：基于内容的乳房X线图检索的钙化描述符和相关反馈学习算法
5. Efficient techniques for relevance feedback processing in content-based image retrieval. [D] . Liu, Danzhou. 2009

机译：基于内容的图像检索中相关性反馈处理的高效技术。
6. Evaluation of Term Ranking Algorithms for Pseudo-Relevance Feedback in MEDLINE Retrieval [O] . Sooyoung Yoo, Jinwook Choi 2011

机译：MEDLINE检索中伪相关反馈的术语排序算法的评估
7. Direct kernel biased discriminant analysis: a new content-based image retrieval relevance feedback algorithm [O] . Tao D., Tang X., Li Xuelong, 2006

机译：直接核偏判别分析：一种新的基于内容的图像检索相关性反馈算法
8. Machine Learning Approach to Inductive Query by Examples: An Experiment Using Relevance Feedback, ID3, Genetic Algorithms, and Simulated Annealing. [R] . A. Lyer G. Shankaranarayanan H. Chen L. She 1998

机译：通过实例进行归纳查询的机器学习方法：使用相关反馈，ID3，遗传算法和模拟退火的实验。

Calcification Descriptor and Relevance Feedback Learning Algorithms for Content-Based Mammogram Retrieval

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