Title :
An image processing approach to the simulation of electron microscopy volumes of atomic structures
Author :
Sorzano, C.O.S. ; Vargas, J. ; Oton, J. ; Abrishami, V. ; de la Rosa-Trevin, J.M. ; del Riego, S. ; Fernandez-Alderete, A. ; Martinez-Rey, C. ; Marabini, R. ; Carazo, J.M.
Author_Institution :
Nat. Center of Biotechnol., Univ. Autonoma de Madrid, Cantoblanco, Spain
Abstract :
The goal of this paper is to construct accurate three-dimensional models from atomic structures that can be compared to Electron Microscopy volumes. They, in their turn, can be used to solve fitting and docking problems as well as to generate ground-truth models for the development of image processing algorithms. We use Electron Atomic Scattering Factor (EASF) along with a careful filter design to greatly accelerate the current use of these functions and strongly reduce computer memory requirements. We show that our method is 3 orders of magnitude faster than existing implementations of EASFs in Fourier space as well as more accurate than their standard implementations. The algorithm is freely available in the software package Xmipp (http://xmipp.cnb.csic.es) [1].
Keywords :
computer graphics; electron microscopy; image processing; 3D models; EASF; Fourier space; atomic structures; computer memory requirements; docking problems; electron atomic scattering factor; electron microscopy volumes; filter design; ground-truth models; image processing algorithms; software package Xmipp; Atomic clocks; Atomic measurements; Carbon; Electron microscopy; Scattering; Solid modeling; Simulation of electron microscopy volumes; discretization of continuous volumes;
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
DOI :
10.1109/ICIP.2014.7025420