Classification of masses is based on single view (CC) gives less accuracy than multi-view (CC&MLO).Here we used both views for effective classification. Five features from both the views are selected for the classification. Based on that features we have done classification.P.Sudharsan...
The initial study consists of bilateral CC and MLO views; additional views may subsequently be performed to further elaborate any abnormalities found on standard views. Breast compression is required in men also, and narrower paddles prove more helpful....
Bilateral information is regarded as important domain knowledge in mass detection. In standard mammographic screening, X-ray images are captured from both two breasts. For each breast, two mammographic views (cranio-caudal and mediolateral oblique views) are taken. Compared with other medical imaging ...
Intuitively, if mass segmentation or detection is robustly performed, prediction results achieved on CC and MLO views should be consistent. Exploiting the inter-view consistency is hence a good way to guide the sampling mechanism which iteratively selects the next image pairs to be labeled by an ...
In a standard routine mammography screening, cranial-caudal (CC) and mediolateral-oblique (MLO) views are acquired per breast. Employing the two standard views aids radiologists in making more dependable decisions compared to relying on a single view, as it offers information on correspondence, thus...
(B) Standard mediolateral oblique (MLO) mammographic views. For the CC view, the patient’s breast is positioned on the image detector with the paddle compressing the breast in the superior to inferior direction. The image should ideally include the cleavage area and some of the pectoralis ...
There are two ways to view mammographic images, the carniocaudal (CC) view and the mediolateral oblique (MLO) view, and these views are shown in Figure 1. The pectoral muscle in the CC view is the semi-elliptical shape along the breast wall. The pectoral muscle in the MLO view is the...
views are bilateral craniocaudal (CC), extracted from top-down, and mediolateral-oblique (MLO), an oblique view taken under 45∘. These two views comprise routine screening mammography. Dual-view analysis is an effective way for clinicians to reduce both morbidity and mortality associated with ...
Extraneous light and glare should be eliminated for optimal viewing conditions. Mammograms should be arranged in the same manner at each interpretation session to minimize left-right confusion. Routine mammograms should include craniocaudal (CC) and mediolateral oblique (MLO) views. That is, the 2 ...
Each patient has four mammograms obtained from two views (CC/MLO) of both the right and left breasts. The large foundation model with 328 million (M) parameters, finetuned with adapters comprising only 3.2M tunable parameters (about 1% of the total model parameters), achieved a classification...