DocumentCode :
3456509
Title :
Automatic Position Annotation of Brain CT Axial Slice for Content-Based Image Retrieval
Author :
Yuan, Kehong ; Tian, Zhen ; Zou, Jiying
Author_Institution :
Dept. of Biomed. Eng., Tsinghua Univ., Beijing, China
fYear :
2009
fDate :
7-9 Dec. 2009
Firstpage :
315
Lastpage :
318
Abstract :
Anatomy position annotation of brain CT axial slice is an important step in content-based image retrieval. In this paper, we provide an efficient approach to automatically estimate the approximate anatomy position of brain CT axial slices in two steps: First, decide whether the input image is encephalic image or nasal cavity image using vote scheme based on the classification results with features extracted by Gabor filter, Sobel operator and gray-level co-occurrence matrix (GLCM) respectively; Second, annotate the approximate anatomy position of encephalic images using nonnegative tensor factorization (NTF). The approach has 99% accuracy in distinguishing between encephalic images and nasal cavity images and over 90% accuracy in automatic position annotation of encephalic images.
Keywords :
Gabor filters; computerised tomography; content-based retrieval; feature extraction; image classification; image retrieval; matrix decomposition; medical image processing; tensors; Gabor filter; Sobel operator; anatomy position annotation; approximate automatic position annotation; brain CT axial slice; computerised tomography; content-based image retrieval; encephalic image; features extraction; gray-level cooccurrence matrix; image classification; nasal cavity image; nonnegative tensor factorization; vote scheme; Anatomy; Computed tomography; Content based retrieval; Data mining; Feature extraction; Frequency; Gabor filters; Image retrieval; Information retrieval; Voting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Innovative Computing, Information and Control (ICICIC), 2009 Fourth International Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-1-4244-5543-0
Type :
conf
DOI :
10.1109/ICICIC.2009.122
Filename :
5412347
Link To Document :
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