Title :
Implicit Feature-Based Alignment System for Radiotherapy
Author :
Yamakoshi, Ryoichi ; Hirasawa, Kousuke ; Okuda, Haruhisa ; Kage, Hiroshi ; Sumi, Kazuhiko ; Sakamoto, Hidenobu ; Ivanov, Yuri ; Yanou, Toshihiro ; Suga, Daisaku ; Murakami, Masao
Author_Institution :
Mitsubishi Electr. Corp., Amagasaki, Japan
Abstract :
In this paper we present a robust alignment algorithm for correcting the effects of out-of-plane rotation to be used for automatic alignment of the Computed Tomography (CT) volumes and the generally low quality fluoroscopic images for radiotherapy applications. Analyzing not only in-plane but also out-of-plane rotation effects on the Dignitary Reconstructed Radiograph (DRR) images, we develop simple alignment algorithm that extracts a set of implicit features from DRR. Using these SIFT-based features, we align DRRs with the fluoroscopic images of the patient and evaluate the alignment accuracy. We compare our approach with traditional techniques based on gradient-based operators and show that our algorithm performs faster while in most cases delivering higher accuracy.
Keywords :
computerised tomography; gradient methods; medical image processing; radiation therapy; CT; DRR; computed tomography; dignitary reconstructed radiograph; gradient based operators; implicit feature based alignment system; radiotherapy applications; robust alignment algorithm; Accuracy; Computed tomography; Feature extraction; Head; Pelvis; Phantoms; Rendering (computer graphics); DRR GPGPU SIFT CT Radioteraphy;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.559