Title :
Content-based image retrieval on CT colonography using rotation and scale invariant features and bag-of-words model
Author :
Aman, Javed M. ; Yao, Jianhua ; Summers, Ronald M.
Author_Institution :
Radiol. & Imaging Sci. Dept., Clinical Center Nat. Institutes of Health, Bethesda, MD, USA
Abstract :
We present a content-based image retrieval (CBIR) paradigm to enhance computed tomographic colonography computer-aided detection (CTCCAD). Our method uses scale-invariant feature transform (SIFT) features in conjunction with the bag-of-words model to describe and differentiate 3D images of CTCCAD detections. We evaluate the performance of our system using both digital colon phantoms and detections form CTCCAD. Our method shows promise in distinguishing common structures found within the colon.
Keywords :
biological organs; computerised tomography; feature extraction; image retrieval; medical image processing; phantoms; CT colonography; CTCCAD detections; computed tomographic colonography computer-aided detection; content-based image retrieval; differentiate 3D images; digital colon phantoms; scale invariant feature; scale-invariant feature transform features; Cancer; Colon; Colonography; Computer vision; Content based retrieval; Image databases; Image retrieval; Optical imaging; Tomography; Virtual colonoscopy; Bag-of-Words; CT Colonography; Computer-Aided Detection; Content-Based Image Retrieval; Scale Invariant Features;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490249