Registration of bimodal retinal images - improving modifications

The proper optical disc segmentation in images provided by confocal laser scanning ophthalmoscope and by color fundus-camera is a necessary step in early glaucoma or arteriosclerosis detection. Fusing information from both modalities into a vector-valued image is expected to improve the segmentation reliability. The paper describes a registration of these images using optimization based on mutual information criterion function extended with gradient-image mutual information. The controlled random search (CRS) has been found to be a more robust optimization routine than the simulated annealing (SA) while tested on a set of 174 image pairs. Finally, the multi-resolution algorithm for bimodal retinal image registration achieving the success-rate of 94% is proposed.

[1]  Max A. Viergever,et al.  Mutual-information-based registration of medical images: a survey , 2003, IEEE Transactions on Medical Imaging.

[2]  M. Locatelli Simulated Annealing Algorithms for Continuous Global Optimization: Convergence Conditions , 2000 .

[3]  M. Locatelli Simulated Annealing Algorithms for Continuous Global Optimization , 2002 .

[4]  Josien P. W. Pluim,et al.  MUTUAL INFORMATION BASED REGISTRATION OF MEDICAL IMAGES , 2001 .

[5]  D. Janová,et al.  Complex approach to surface reconstruction of microscopic samples from bimodal image stereo data , 2001 .

[6]  Bostjan Likar,et al.  A hierarchical approach to elastic registration based on mutual information , 2001, Image Vis. Comput..

[7]  Heinrich Niemann,et al.  Automatic optic disc segmentation for analysis of the optic nerve head , 2001, Computer Assisted Radiology and Surgery - International Congress and Exhibition.

[8]  Balraj Naren,et al.  Medical Image Registration , 2022 .

[9]  Jiri Jan,et al.  Optimization methods for registration of multimodal images of retina , 2003, Proceedings of the 25th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE Cat. No.03CH37439).

[10]  D. Hill,et al.  Medical image registration , 2001, Physics in medicine and biology.

[11]  Jiri Jan,et al.  Registration of multimodal images of retina , 2002, Proceedings of the Second Joint 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society] [Engineering in Medicine and Biology.

[12]  Jeffrey Tsao,et al.  Interpolation artifacts in multimodality image registration based on maximization of mutual information , 2003, IEEE Transactions on Medical Imaging.

[13]  M. Montaz Ali,et al.  A Numerical Comparison of Some Modified Controlled Random Search Algorithms , 1997, J. Glob. Optim..

[14]  Robyn A. Owens,et al.  Registration of stereo and temporal images of the retina , 1999, IEEE Transactions on Medical Imaging.