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An approach based on strain-compounding technique and ultrasound Nakagami imaging for detecting breast microcalcifications
- Source :
- BHI
- Publication Year :
- 2012
- Publisher :
- IEEE, 2012.
-
Abstract
- The usefulness of breast ultrasound could be extended by improving the detection of microcalcifications by being able to extract and enhance true microcalcifications whilst simultaneously eliminating hyperechoic spots that can lead to false-positive detections of microcalcifications (false-microcalcifications). This study investigated the use of a strain-compounding technique with Nakagami imaging to provide information associated with scatterer and elastic characteristics of tissues when attempting to identify microcalcifications and false-microcalcifications. To validate this concept, raw data of ultrasound backscattered signals were collected from 20 lesions with suspicious microcalcifications (15 microcalcifications and 5 false-microcalcifications verified by mammography and ultrasound-guided biopsy). For each region in which microcalcifications were suspected, estimates of the mean Nakagami parameter (m avg ) in the strain-compounding Nakagami images were normalized to those of the corresponding reference Nakagami images. Receiver operating characteristic (ROC) curve analysis was adopted to assess the diagnostic performances. The results demonstrated that the normalized m avg estimates for microcalcifications and false-microcalcifications were 0.98±0.12 and 2.11±0.30 (p
- Subjects :
- medicine.medical_specialty
Receiver operating characteristic
medicine.diagnostic_test
Computer science
business.industry
Ultrasound
Nakagami distribution
Pattern recognition
Object detection
Breast microcalcifications
Speckle pattern
medicine
Mammography
Artificial intelligence
Radiology
business
Breast ultrasound
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics
- Accession number :
- edsair.doi...........70cce00584f7fe5b899417d524ab22c8
- Full Text :
- https://doi.org/10.1109/bhi.2012.6211631