Title :
Hierarchical wavelets projection matching for orientation determination of low contrast electron cryomicroscopic images of icosahedral virus particles
Author :
Saad, Ali ; Chiu, Wah
Author_Institution :
Nat. Centre for Macromolecular Imaging, Baylor Coll. of Med., Houston, TX, USA
Abstract :
Electron cryomicroscopic images of virus particles, which contain structural signals at high spatial frequencies, have very low contrast. This makes the determination of the particles orientations used for three-dimensional reconstruction very difficult. In this paper we propose a new method, based on wavelet filtering and the weighted-projection matching between projections from an initial model and the raw particle images. The implementation of this method is performed hierarchically by grouping the model´s projections into classes of similar orientations in order to reduce the processing time. The raw particle image is compared by correlation method, with centers of classes and then with all members of the best class, to find the best match with the projections in wavelet space. The orientation of the projection giving the highest correlation coefficient is assigned to the raw particle. Our results show that a significant improvement is obtained, in terms of accuracy and speed, for the initial orientation estimates in the low contrast virus particle images
Keywords :
digital filters; electron microscopy; image matching; image reconstruction; medical image processing; medical signal processing; microorganisms; wavelet transforms; correlation coefficient; hierarchical wavelets projection matching; icosahedral virus particles; low contrast electron cryomicroscopic images; orientation determination; structural signals; three-dimensional reconstruction; wavelet filtering; weighted-projection matching; Biochemistry; Biomedical imaging; Educational institutions; Electrons; Focusing; Frequency; Image reconstruction; Image resolution; Matched filters; Position measurement;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859292