Title | ||
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A global optimization approach to image translational alignment in electron microscopy |
Abstract | ||
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Abstract { Electron,microscope tomography,allows determination of the 3D structure of biological specimens, which is critical to understanding their function. Prior to the 3D reconstruction procedure, the images taken from the microscope have to be properly aligned. Traditionalalignmentmethodsinthisfleldarebasedon a phase residual function to be minimized by ine‐cient exhaustive search procedures. This work addresses this minimization problem from,a global optimization perspective. uego, an evolutionary multimodal optimization algorithm, has been applied and evaluated for the task of image alignment in this fleld. uego,has turned out to be a promising technique alternative to the standard methodology. The alignments found out by uego show high levels of accuracy, while reducing the number of function evaluations by a signiflcant factor with respect to the standard method. Keywords: global optimization, stochastic optimiza- |
Year | DOI | Venue |
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2004 | 10.1109/ICSMC.2004.1401238 | SMC |
Keywords | Field | DocType |
biology computing,electron microscopy,evolutionary computation,image reconstruction,minimisation,optical tomography,3D reconstruction,electron microscope tomography,evolutionary multimodal optimization algorithm,global optimization approach,image translational alignment,minimization problem,phase residual function | Iterative reconstruction,Computer vision,Brute-force search,Global optimization,Electron Microscope Tomography,Computer science,Evolutionary computation,Microscope,Artificial intelligence,Evolutionary multimodal optimization,3D reconstruction | Conference |
Volume | ISSN | Citations |
5 | 1062-922X | 2 |
PageRank | References | Authors |
0.52 | 2 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
J. L. Redondo | 1 | 37 | 7.98 |
P.M. Ortigosa | 2 | 98 | 16.37 |
Inmaculada Garcia | 3 | 58 | 7.14 |
José-jesús Fernández | 4 | 46 | 10.63 |