多视角判别度量学习的乳腺影像检索方法

周国华; 蒋晖; 顾晓清; 殷新春

doi:10.3788/YJYXS20203506.0619

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多视角判别度量学习的乳腺影像检索方法

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- 多视角判别度量学习的乳腺影像检索方法
- Multi-view metric learning with Fisher discriminant analysis and its applications for breast image retrieval
- 液晶与显示 2020年35卷第6期页码：619-630
- 作者机构：
  
  1.常州工业职业技术学院信息工程系, 江苏常州 213164
  2.扬州大学信息工程学院, 江苏扬州 225127
  3.常州大学信息科学与工程学院, 江苏常州 213164
- 作者简介：
  
  [ "周国华(1977-), 男, 江苏东台人, 副教授, 2003年于扬州大学获得硕士学位, 主要从事智能学习, 模式识别方面的研究。E-mail:tiddyddd@sina.com.cn" ]
- 基金信息：
  
  国家自然科学基金(61472343);国家自然科学基金(61806026);江苏省自然基金(BK 20180956)
- DOI：10.3788/YJYXS20203506.0619
  中图分类号： TP391
- 收稿日期：2019-11-11，
  
  修回日期：2020-03-08，
  
  录用日期：2020-3-8，
  
  纸质出版日期：2020-06-05
- 稿件说明：
移动端阅览
周国华, 蒋晖, 顾晓清, 等. 多视角判别度量学习的乳腺影像检索方法[J]. 液晶与显示, 2020,35(6):619-630.

Guo-hua ZHOU, Hui JIANG, Xiao-qing GU, et al. Multi-view metric learning with Fisher discriminant analysis and its applications for breast image retrieval[J]. Chinese journal of liquid crystals and displays, 2020, 35(6): 619-630.
周国华, 蒋晖, 顾晓清, 等. 多视角判别度量学习的乳腺影像检索方法[J]. 液晶与显示, 2020,35(6):619-630. DOI： 10.3788/YJYXS20203506.0619.

Guo-hua ZHOU, Hui JIANG, Xiao-qing GU, et al. Multi-view metric learning with Fisher discriminant analysis and its applications for breast image retrieval[J]. Chinese journal of liquid crystals and displays, 2020, 35(6): 619-630. DOI： 10.3788/YJYXS20203506.0619.

摘要

传统的医学影像检索使用单幅影像，但单幅影像中的影像信息有限，且不能有效利用不同角度拍摄的医学影像。为解决这一问题，提出了一种多视角判别度量学习的医学影像检索方法。基于Fisher判别模型在多个视角之间学习鲁棒的度量空间，使得相似的医学影像在度量空间紧密地映射，不相似的医学影像尽可能地彼此分离。同时，设置视角权重因子充分利用每个视角特征的不同表征信息。在"乳腺癌数字存储库"中与4种多视角方法比较，本文提出的方法检索准确率提高7%，识别率更高。

Abstract

The traditional medical image retrieval uses a single image

but the image information in a single image is limited

and the medical images taken from different angles can not be effectively utilized. To solve this problem

a medical image retrieval method based on multi-view metric learning with Fisher discriminant analysis (MVML-FDA) is proposed. The MVML-FDA learns robust metric space from multiple views based on Fisher discriminant model. A robust metric space allows the medical images of the same class to be closely mapped in the metric space

and different classes of medical images are separated from each other as much as possible. At the same time

the view weighting factor is set to make full use of the different representation information of each view feature. According to the distance metric learning

the MVML-FDA is applied to the diagnosis of breast diseases. The experimental results on the Breast Cancer Digital Repository dataset show that the proposed method has better performance

and improves retrieval accuracy by 7% compared with four multi-view methods.

关键词

Keywords

references

何明艳 , 朱碧琪 , 钟媛 , 等 . 2005-2013年中国女性乳腺癌发病及死亡趋势分析 . 中华疾病控制杂志 , 2019 . 23 ( 1 ): 10 - 14 . http://d.old.wanfangdata.com.cn/Periodical/jbkzzz201901004 http://d.old.wanfangdata.com.cn/Periodical/jbkzzz201901004 .

M Y HE , B Q ZHU , Y ZHONG , 等 . Analysis of the incidence and mortality trend of breast cancer in Chinese women from 2005 to 2013 . Chinese Journal of Disease Control & Prevention , 2019 . 23 ( 1 ): 10 - 14 . http://d.old.wanfangdata.com.cn/Periodical/jbkzzz201901004 http://d.old.wanfangdata.com.cn/Periodical/jbkzzz201901004 .

丁冠宇 , 杜宝吉 , 韩旭 , 等 . 功能化金纳米星作为药物载体用于乳腺癌光热和化疗的协同治疗研究 . 分析化学 , 2018 . 46 ( 8 ): 1193 - 1200 . http://d.old.wanfangdata.com.cn/Periodical/fxhx201808006 http://d.old.wanfangdata.com.cn/Periodical/fxhx201808006 .

G Y DING , J DU , X HAN , 等 . Functionalized gold nano-stars as chemotherapeutic drugs vector for chemo-and photothermal synergistic therapy of breast cancer . Chinese Journal of Analytical Chemistry , 2018 . 46 ( 8 ): 1193 - 1200 . http://d.old.wanfangdata.com.cn/Periodical/fxhx201808006 http://d.old.wanfangdata.com.cn/Periodical/fxhx201808006 .

王振召 , 魏斌斌 , 陈峥 , 等 . 基于核磁共振技术的临床尿毒症的代谢组学研究 . 分析化学 , 2018 . 46 ( 9 ): 1415 - 1423 . http://d.old.wanfangdata.com.cn/Periodical/fxhx201809012 http://d.old.wanfangdata.com.cn/Periodical/fxhx201809012 .

Z Z WANG , B B WEI , Z CHEN , 等 . 1 H nuclear magnetic resonance-based investigation of uremia by metabolomic analysis . Chinese Journal of Analytical Chemistry , 2018 . 46 ( 9 ): 1415 - 1423 . http://d.old.wanfangdata.com.cn/Periodical/fxhx201809012 http://d.old.wanfangdata.com.cn/Periodical/fxhx201809012 .

张天琪 , 韩雪立 , 何洋洋 , 等 . 聚乙二醇修饰氧化钨纳米探针的合成及用于胃肠道CT成像 . 分析化学 , 2018 . 46 ( 10 ): 1539 - 1544 . DOI: 10.11895/j.issn.0253-3820.181483 http://doi.org/10.11895/j.issn.0253-3820.181483 .

T Q ZHANG , X L HAN , Y Y HE , 等 . Facile synthesis of PEGylated tungsten-based nanoprobes for gastric computed tomography imaging . Chinese Journal of Analytical Chemistry , 2018 . 46 ( 10 ): 1539 - 1544 . DOI: 10.11895/j.issn.0253-3820.181483 http://doi.org/10.11895/j.issn.0253-3820.181483 .

S P SOMASHEKHAR , M J SEPÚLVEDA , S PUGLIELLI , 等 . Watson for oncology and breast cancer treatment recommendations:agreement with an expert multidisciplinary tumor board . Annals of Oncology , 2018 . 29 ( 2 ): 418 - 423 .

周蕾.多视角乳腺医学影像案例检索技术的研究[D].哈尔滨: 哈尔滨理工大学, 2013.

ZHOU L. Research on techniques of multi-angle medical image retrieval[D]. Harbin: Harbin University of Science and Technology, 2013. (in Chinese)

D X GU , C Y LIANG , H M ZHAO . A case-based reasoning system based on weighted heterogeneous value distance metric for breast cancer diagnosis . Artificial Intelligence in Medicine , 2017 . 77 31 - 47 . DOI: 10.1016/j.artmed.2017.02.003 http://doi.org/10.1016/j.artmed.2017.02.003 .

龚敬 , 郝雯 , 彭卫军 . 人工智能技术在乳腺影像学诊断中的应用现状与展望 . 肿瘤影像学 , 2019 . 28 ( 3 ): 134 - 138 . http://d.old.wanfangdata.com.cn/Periodical/shyxyx201903002 http://d.old.wanfangdata.com.cn/Periodical/shyxyx201903002 .

J GONG , W HAO , W J PENG . Application and prospect of artificial intelligence in breast imaging diagnosis . Oncoradiology , 2019 . 28 ( 3 ): 134 - 138 . http://d.old.wanfangdata.com.cn/Periodical/shyxyx201903002 http://d.old.wanfangdata.com.cn/Periodical/shyxyx201903002 .

J B LAMY , B SEKAR , G GUEZENNEC , 等 . Explainable artificial intelligence for breast cancer:a visual case-based reasoning approach . Artificial Intelligence in Medicine , 2019 . 94 42 - 53 . DOI: 10.1016/j.artmed.2019.01.001 http://doi.org/10.1016/j.artmed.2019.01.001 .

吴磊 , 吕国强 , 赵晨 , 等 . 基于多尺度残差网络的CT图像超分辨率重建 . 液晶与显示 , 2019 . 34 ( 10 ): 1006 - 1012 . http://d.old.wanfangdata.com.cn/Periodical/yjyxs201910010 http://d.old.wanfangdata.com.cn/Periodical/yjyxs201910010 .

L WU , G Q LYU , C ZHAO , 等 . CT image super-resolution reconstruction based on multi-scale residual network . Chinese Journal of Liquid Crystals and Displays , 2019 . 34 ( 10 ): 1006 - 1012 . http://d.old.wanfangdata.com.cn/Periodical/yjyxs201910010 http://d.old.wanfangdata.com.cn/Periodical/yjyxs201910010 .

魏国辉 , 齐守良 , 钱唯 , 等 . 基于相似性度量的肺结节图像检索算法 . 东北大学学报:自然科学版 , 2018 . 39 ( 9 ): 1226 - 1231 . http://d.old.wanfangdata.com.cn/Periodical/dbdxxb201809003 http://d.old.wanfangdata.com.cn/Periodical/dbdxxb201809003 .

G H WEI , S L QI , W QIAN , 等 . Image retrieval algorithm of pulmonary nodules based on similarity measurement . Journal of Northeastern University:Natural Science , 2018 . 39 ( 9 ): 1226 - 1231 . http://d.old.wanfangdata.com.cn/Periodical/dbdxxb201809003 http://d.old.wanfangdata.com.cn/Periodical/dbdxxb201809003 .

S L SUN . A survey of multi-view machine learning . Neural Computing and Applications , 2013 . 23 ( 7 ): 2031 - 2038 . http://d.old.wanfangdata.com.cn/OAPaper/oai_doaj-articles_71e0aa758aa34cfdbd4396db9a16bfcb http://d.old.wanfangdata.com.cn/OAPaper/oai_doaj-articles_71e0aa758aa34cfdbd4396db9a16bfcb .

SHEN H L, ZHAO Y W, MA D F, et al . Query dependent multiview features fusion for effective medical image retrieval[C]// Proceedings of 2014 IEEE International Conference on Security. Pattern Analysis. and Cybernetics ( SPAC ). Wuhan, China: IEEE, 2014.

H L SHEN , D C TAO , D F MA . Multiview locally linear embedding for effective medical image retrieval . PLoS One , 2013 . 8 ( 12 ): e82409 DOI: 10.1371/journal.pone.0082409 http://doi.org/10.1371/journal.pone.0082409 .

R DAS , S THEPADE , S GHOSH . Framework for content-based image identification with standardized multiview features . ETRI Journal , 2016 . 38 ( 1 ): 174 - 184 . DOI: 10.4218/etrij.16.0115.0102 http://doi.org/10.4218/etrij.16.0115.0102 .

D C MOURA , M A G LÓPEZ . An evaluation of image descriptors combined with clinical data for breast cancer diagnosis . International Journal of Computer Assisted Radiology and Surgery , 2013 . 8 ( 4 ): 561 - 574 . DOI: 10.1007/s11548-013-0838-2 http://doi.org/10.1007/s11548-013-0838-2 .

毛金莲 . 自适应多视角学习及其在图像分类中的应用 . 计算机应用 , 2013 . 33 ( 7 ): 1955 - 1959 . DOI: 10.11772/j.issn.1001-9081.2013.07.1955 http://doi.org/10.11772/j.issn.1001-9081.2013.07.1955 .

J L MAO . Adaptive multi-view learning and its application to image classification . Journal of Computer Applications , 2013 . 33 ( 7 ): 1955 - 1959 . DOI: 10.11772/j.issn.1001-9081.2013.07.1955 http://doi.org/10.11772/j.issn.1001-9081.2013.07.1955 .

C Q HUANG , F L CHUNG , S T WANG . Multi-view L2-SVM and its multi-view core vector machine . Neural Networks , 2016 . 75 110 - 125 . DOI: 10.1016/j.neunet.2015.12.004 http://doi.org/10.1016/j.neunet.2015.12.004 .

C M ZHU , Z WANG , D Q GAO . New design goal of a classifier:global and local structural risk minimization . Knowledge-Based Systems , 2016 . 100 25 - 49 . DOI: 10.1016/j.knosys.2016.02.002 http://doi.org/10.1016/j.knosys.2016.02.002 .

Z WANG , Y J ZHU , W W LIU , 等 . Multi-view learning with Universum . Knowledge-Based Systems , 2014 . 70 376 - 391 . DOI: 10.1016/j.knosys.2014.07.019 http://doi.org/10.1016/j.knosys.2014.07.019 .

陈静 , 张静 . 改进高斯过程回归的高光谱空谱联合分类算法 . 光学精密工程 , 2019 . 27 ( 7 ): 1649 - 1660 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201907027 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201907027 .

J CHEN , J ZHANG . Spectral-spatial joint classification of hyperspectral image algorithm based on improved gaussian process regression . Optics and Precision Engineering , 2019 . 27 ( 7 ): 1649 - 1660 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201907027 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201907027 .

吕鹏飞 , 陆志谦 , 何巧芝 , 等 . 基于光声谱法的无创血糖在体检测初探 . 光学精密工程 , 2019 . 27 ( 6 ): 1301 - 1308 .

P F LYU , Z Q LU , Q Z HE , 等 . Non-invasive blood glucose in vivo detection based on photoacoustic spectroscopy . Optics and Precision Engineering , 2019 . 27 ( 6 ): 1301 - 1308 .

高赟 , 赵江珊 , 罗久桓 , 等 . 采用响应图置信区域自适应特征融合的相关滤波跟踪 . 光学精密工程 , 2019 . 27 ( 5 ): 1178 - 1187 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201905021 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201905021 .

Y GAO , J S ZHAO , J H LUO , 等 . Adaptive feature fusion with confidence region of response map for correlation filter tracker . Optics and Precision Engineering , 2019 . 27 ( 5 ): 1178 - 1187 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201905021 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201905021 .

吕晓琪 , 吴凉 , 谷宇 , 等 . 基于三维卷积神经网络的低剂量CT肺结节检测 . 光学精密工程 , 2018 . 26 ( 5 ): 1211 - 1218 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201805023 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201805023 .

X Q LYU , L WU , Y GU , 等 . Detection of low dose CT pulmonary nodules based on 3D convolution neural network . Optics and Precision Engineering , 2018 . 26 ( 5 ): 1211 - 1218 . http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201805023 http://d.old.wanfangdata.com.cn/Periodical/gxjmgc201805023 .

吴其平 , 吴成茂 . 快速鲁棒核空间模糊聚类分割 . 中国图象图形学报 , 2018 . 23 ( 12 ): 1838 - 1851 . DOI: 10.11834/jig.180332 http://doi.org/10.11834/jig.180332 .

Q P WU , C M WU . Fast robust kernel-based fuzzy C-means clustering segmentation . Journal of Image and Graphics , 2018 . 23 ( 12 ): 1838 - 1851 . DOI: 10.11834/jig.180332 http://doi.org/10.11834/jig.180332 .

李婷婷 , 江朝晖 , 饶元 , 等 . 结合基因表达式编程与空间模糊聚类的图像分割 . 中国图象图形学报 , 2017 . 22 ( 5 ): 575 - 583 . http://d.old.wanfangdata.com.cn/Periodical/zgtxtxxb-a201705002 http://d.old.wanfangdata.com.cn/Periodical/zgtxtxxb-a201705002 .

T T LI , Z H JIANG , Y RAO , 等 . XiaomingImage segmentation based on gene expression programming and spatial fuzzy clustering . Journal of Image and Graphics , 2017 . 22 ( 5 ): 575 - 583 . http://d.old.wanfangdata.com.cn/Periodical/zgtxtxxb-a201705002 http://d.old.wanfangdata.com.cn/Periodical/zgtxtxxb-a201705002 .

崔西希 , 吴成茂 . 核空间中智模糊聚类及图像分割应用 . 中国图象图形学报 , 2016 . 21 ( 10 ): 1316 - 1327 . DOI: 10.11834/jig.20161006 http://doi.org/10.11834/jig.20161006 .

X X CUI , C M WU . Neutrosophic C-means clustering in kernel space and its application in image segmentation . Journal of Image and Graphics , 2016 . 21 ( 10 ): 1316 - 1327 . DOI: 10.11834/jig.20161006 http://doi.org/10.11834/jig.20161006 .

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