Title :
Portal image feature extraction by hierarchical region processing technique
Author :
Chen, Chang Wen ; Lai, Weiwen ; Yin, Fang-Fang ; Chen, Lulin
Author_Institution :
Dept. of Electr. Eng., Rochester Univ., NY, USA
Abstract :
We describe a novel hierarchical region processing technique for the extraction of features from portal images. Feature extraction is an essential component in the computerized registration of portal images for radiation treatment verification and patient setup error minimization. Unlike the existing methods with global processing techniques, the proposed technique is able to extract features at different levels through forming a pyramid of regions-of-interest. Such pyramid is formed according to the inherent hierarchy of portal image features which are often evident only at corresponding levels. A sequence of operating steps, including histogram manipulation, Hough transform, optimal Canny edge detection, and pyramid feature merging, are employed to accomplish the processing at different levels of the regions-of-interest. With such processing hierarchy, we are able to overcome the difficulties encountered by the existing global processing-based techniques and produce accurate field edges and sufficient and meaningful anatomical landmarks for the subsequent feature matching and error correction procedures
Keywords :
Hough transforms; computer vision; diagnostic radiography; edge detection; feature extraction; image matching; medical image processing; radiation therapy; Hough transform; anatomical landmarks; error correction; feature extraction; feature matching; hierarchical region processing; histogram manipulation; optimal Canny edge detection; patient setup error; patient treatment; portal image feature extraction; radiation therapy; radiation treatment; regions-of-interest; Biomedical applications of radiation; Cancer; Computer vision; Error correction; Feature extraction; Image edge detection; Medical treatment; Neoplasms; Portals; Robustness;
Conference_Titel :
Systems, Man and Cybernetics, 1995. Intelligent Systems for the 21st Century., IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-2559-1
DOI :
10.1109/ICSMC.1995.538339