医学图像基于矩的纹理分析的初步研究。
A preliminary study of moment-based texture analysis for medical images.
作者信息
Wu Ke, Garnier Carole, Coatrieux Jean-Louis, Shu Huazhong
机构信息
Laboratory of Image Science and Technology, Department of Computer Science and Engineering, Southeast University, China.
出版信息
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:5581-4. doi: 10.1109/IEMBS.2010.5626789.
Abstract
A moment-based approach is proposed for texture analysis of medical images. The neighborhood of texture pixel is calculated by moments for texture feature extraction. After verified on Brodatz textures, the moment-based texture analysis method is applied on CT liver scan classification and prostate ultrasound segmentation. A support vector machine and a multi-channel active contour model are used in our application. The result shows that our method works well but still have some limitations.
摘要
提出了一种基于矩的医学图像纹理分析方法。通过矩计算纹理像素的邻域以进行纹理特征提取。在Brodatz纹理上验证后，将基于矩的纹理分析方法应用于CT肝脏扫描分类和前列腺超声分割。在我们的应用中使用了支持向量机和多通道主动轮廓模型。结果表明，我们的方法效果良好，但仍有一些局限性。
相似文献
1
A preliminary study of moment-based texture analysis for medical images.医学图像基于矩的纹理分析的初步研究。
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:5581-4. doi: 10.1109/IEMBS.2010.5626789.
2
Effective staging of fibrosis by the selected texture features of liver: Which one is better, CT or MR imaging?通过肝脏的选定纹理特征进行有效的纤维化分期：CT 还是 MR 成像更好？
Comput Med Imaging Graph. 2015 Dec;46 Pt 2:227-36. doi: 10.1016/j.compmedimag.2015.09.003. Epub 2015 Sep 18.
3
A medical texture local binary pattern for TRUS prostate segmentation.用于经直肠超声前列腺分割的医学纹理局部二值模式
Annu Int Conf IEEE Eng Med Biol Soc. 2007;2007:5605-8. doi: 10.1109/IEMBS.2007.4353617.
4
Region and boundary feature estimation on ultrasound images using moment invariants.基于矩不变量的超声图像区域和边界特征估计。
Comput Methods Programs Biomed. 2014 Feb;113(2):446-55. doi: 10.1016/j.cmpb.2013.10.016. Epub 2013 Nov 11.
5
Deformable segmentation of 3-D ultrasound prostate images using statistical texture matching method.使用统计纹理匹配方法对三维超声前列腺图像进行可变形分割。
IEEE Trans Med Imaging. 2006 Mar;25(3):256-72. doi: 10.1109/TMI.2005.862744.
6
A semi-automatic approach to the segmentation of liver parenchyma from 3D CT images with Extreme Learning Machine.一种使用极限学习机从3D CT图像中半自动分割肝实质的方法。
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:3752-5. doi: 10.1109/EMBC.2012.6346783.
7
A semiautomatic segmentation method for prostate in CT images using local texture classification and statistical shape modeling.基于局部纹理分类和统计形状建模的 CT 图像前列腺半自动分割方法。
Med Phys. 2018 Jun;45(6):2527-2541. doi: 10.1002/mp.12898. Epub 2018 Apr 23.
8
Classification and segmentation of intracardiac masses in cardiac tumor echocardiograms.心脏肿瘤超声心动图中心内肿块的分类与分割
Comput Med Imaging Graph. 2006 Mar;30(2):95-107. doi: 10.1016/j.compmedimag.2005.11.004. Epub 2006 Feb 14.
9
Automated texture-based segmentation of ultrasound images of the prostate.
Comput Med Imaging Graph. 1996 May-Jun;20(3):131-40. doi: 10.1016/0895-6111(96)00048-1.
10
Computer-aided diagnosis of pulmonary nodules on CT scans: improvement of classification performance with nodule surface features.CT扫描上肺结节的计算机辅助诊断：利用结节表面特征提高分类性能
Med Phys. 2009 Jul;36(7):3086-98. doi: 10.1118/1.3140589.
引用本文的文献
1
On The Potential of Image Moments for Medical Diagnosis.论图像矩在医学诊断中的潜力。
J Imaging. 2023 Mar 17;9(3):70. doi: 10.3390/jimaging9030070.
2
Three dimensional texture analysis of noncontrast chest CT in differentiating solitary solid lung squamous cell carcinoma from adenocarcinoma and correlation to immunohistochemical markers.非对比胸部 CT 的三维纹理分析在鉴别孤立性实性肺鳞癌与腺癌中的作用及与免疫组化标志物的相关性。
Thorac Cancer. 2020 Nov;11(11):3099-3106. doi: 10.1111/1759-7714.13592. Epub 2020 Sep 18.
3
Prognostic value of radiomic analysis of iodine overlay maps from dual-energy computed tomography in patients with resectable lung cancer.双能 CT 碘图纹理分析对可切除性肺癌患者的预后价值。
Eur Radiol. 2019 Feb;29(2):915-923. doi: 10.1007/s00330-018-5639-0. Epub 2018 Jul 27.
4
Customized first and second order statistics based operators to support advanced texture analysis of MRI images.基于定制的一阶和二阶统计量的算子来支持 MRI 图像的高级纹理分析。
Comput Math Methods Med. 2013;2013:213901. doi: 10.1155/2013/213901. Epub 2013 Jun 12.
5
Prostate segmentation in HIFU therapy.超声聚焦治疗中的前列腺分割。
IEEE Trans Med Imaging. 2011 Mar;30(3):792-803. doi: 10.1109/TMI.2010.2095465. Epub 2010 Nov 29.
本文引用的文献
1
The impact of image dynamic range on texture classification of brain white matter.图像动态范围对脑白质纹理分类的影响。
BMC Med Imaging. 2008 Dec 23;8:18. doi: 10.1186/1471-2342-8-18.
2
Image analysis by Tchebichef moments.基于切比雪夫矩的图像分析。
IEEE Trans Image Process. 2001;10(9):1357-64. doi: 10.1109/83.941859.
3
Active contours without edges.无边缘活动轮廓。
IEEE Trans Image Process. 2001;10(2):266-77. doi: 10.1109/83.902291.
4
Image analysis by Krawtchouk moments.基于克劳特楚克矩的图像分析。
IEEE Trans Image Process. 2003;12(11):1367-77. doi: 10.1109/TIP.2003.818019.
Zotero 插件