Title :
Accelerating Image Analysis for Localization Microscopy with FPGAs
Author :
Grüll, Frederik ; Kirchgessner, Manfred ; Kaufmann, Rainer ; Hausmann, Michael ; Kebschull, Udo
Author_Institution :
Kirchhoff Inst. for Phys., Heidelberg Univ., Heidelberg, Germany
Abstract :
Localization microscopy enhances the resolution of fluorescence light microscopy by about an order of magnitude. Single fluorescent molecules act as switchable markers. Their detected signals can be fitted with a two-dimensional Gaussian distribution and thus located with sub-pixel resolution. In this paper we propose that these fits can be done by calculating the center of mass instead of an iterative least-square fit without loosing precision. The simplification of the algorithm leads to an acceleration of more than a factor of 100 and enables an FPGA implementation with an additional performance boost by a factor of 225. Our findings allow the real-time processing of current and future image data rates in localization microscopy.
Keywords :
Gaussian distribution; field programmable gate arrays; fluorescence; optical microscopy; FPGA; fluorescence light microscopy; image analysis; localization microscopy; single fluorescent molecules; switchable markers; two-dimensional Gaussian distribution; Acceleration; Accuracy; Field programmable gate arrays; Hardware; Kernel; Microscopy; Niobium;
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2011 International Conference on
Conference_Location :
Chania
Print_ISBN :
978-1-4577-1484-9
Electronic_ISBN :
978-0-7695-4529-5
DOI :
10.1109/FPL.2011.11