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Breast tissue characterization by sound speed: correlation with mammograms using a 2D/3D image registration
- Source :
- 2012 IEEE International Ultrasonics Symposium.
- Publication Year :
- 2012
- Publisher :
- IEEE, 2012.
-
Abstract
- Ultrasound Computer Tomography (USCT) is an upcoming modality for early breast cancer diagnosis, which provides morphological as well as quantitative imaging. In order to compare USCT images to the standard modality X-ray mammography, a 2D/3D registration has to be applied. To analyze the relevance of sound speed images as a quantitative imaging method for tissue characterization, the aim of this paper is to quantify sound speed values of different types of tissue using mammograms as ground truth. Mammograms are segmented and classified into fat, glandular and tumorous tissue. For each tissue class the average sound speed in the registered sound speed image is calculated. The mean absolute sound speed was 1457 m/s for regions segmented as fatty tissue, 1470 m/s for glandular and 1509 m/s for tumorous tissue. For all ten datasets, the sound speed in tumorous tissue was significantly higher than in glandular and fatty tissue. Also glandular and fatty tissue could be separated easily by the absolute sound speed values. By color-coding sound speed, quantitative information from USCT and morphological information from X-ray mammography are fused for combined diagnosis. We believe this method will help radiologists in gaining experience in the reading of USCT images. The combination of diagnostic information is likely to be beneficial to early breast cancer detection.
- Subjects :
- medicine.medical_specialty
Ground truth
Breast tissue
medicine.diagnostic_test
Contextual image classification
Computer science
Cancer
Adipose tissue
Image registration
Image segmentation
medicine.disease
Correlation
Speed of sound
otorhinolaryngologic diseases
medicine
Mammography
Ultrasonic Tomography
Radiology
Biomedical engineering
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2012 IEEE International Ultrasonics Symposium
- Accession number :
- edsair.doi...........9fe4784b0a4fd312b97e91571ffa002a
- Full Text :
- https://doi.org/10.1109/ultsym.2012.0234