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Image fusion of Ultrasound Computer Tomography volumes with X-ray mammograms using a biomechanical model based 2D/3D registration
- Source :
- Computerized Medical Imaging and Graphics. 40:170-181
- Publication Year :
- 2015
- Publisher :
- Elsevier BV, 2015.
-
Abstract
- Ultrasound Computer Tomography (USCT) is a promising breast imaging modality under development. Comparison to a standard method like mammography is essential for further development. Due to significant differences in image dimensionality and compression state of the breast, correlating USCT images and X-ray mammograms is challenging. In this paper we present a 2D/3D registration method to improve the spatial correspondence and allow direct comparison of the images. It is based on biomechanical modeling of the breast and simulation of the mammographic compression. We investigate the effect of including patient-specific material parameters estimated automatically from USCT images. The method was systematically evaluated using numerical phantoms and in-vivo data. The average registration accuracy using the automated registration was 11.9mm. Based on the registered images a method for analysis of the diagnostic value of the USCT images was developed and initially applied to analyze sound speed and attenuation images based on X-ray mammograms as ground truth. Combining sound speed and attenuation allows differentiating lesions from surrounding tissue. Overlaying this information on mammograms, combines quantitative and morphological information for multimodal diagnosis.
- Subjects :
- Breast imaging
Image registration
Breast Neoplasms
Health Informatics
Models, Biological
Multimodal Imaging
Sensitivity and Specificity
Pattern Recognition, Automated
Imaging, Three-Dimensional
Image Interpretation, Computer-Assisted
Humans
Medicine
Mammography
Computer Simulation
Radiology, Nuclear Medicine and imaging
Computer vision
Image fusion
Ground truth
3d registration
Modality (human–computer interaction)
Radiological and Ultrasound Technology
medicine.diagnostic_test
business.industry
X-Ray Film
Reproducibility of Results
Image Enhancement
Computer Graphics and Computer-Aided Design
Subtraction Technique
Female
Ultrasonic Tomography
Ultrasonography, Mammary
Computer Vision and Pattern Recognition
Artificial intelligence
business
Algorithms
Subjects
Details
- ISSN :
- 08956111
- Volume :
- 40
- Database :
- OpenAIRE
- Journal :
- Computerized Medical Imaging and Graphics
- Accession number :
- edsair.doi.dedup.....c2de8efce7d6c5f71cd0451e1b2c548b
- Full Text :
- https://doi.org/10.1016/j.compmedimag.2014.10.005