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Design of Belief Propagation Based on FPGA for the Multistereo CAFADIS Camera
Departamento de Física Fundamental y Experimental, Electrónica y Sistemas, University of La Laguna, Avd. Francisco Sanchez s/n, 38203 La Laguna, Spain
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Received: 18 August 2010; in revised form: 20 September 2010 / Accepted: 29 September 2010 / Published: 15 October 2010
Abstract: In this paper we describe a fast, specialized hardware implementation of the belief propagation algorithm for the CAFADIS camera, a new plenoptic sensor patented by the University of La Laguna. This camera captures the lightfield of the scene and can be used to find out at which depth each pixel is in focus. The algorithm has been designed for FPGA devices using VHDL. We propose a parallel and pipeline architecture to implement the algorithm without external memory. Although the BRAM resources of the device increase considerably, we can maintain real-time restrictions by using extremely high-performance signal processing capability through parallelism and by accessing several memories simultaneously. The quantifying results with 16 bit precision have shown that performances are really close to the original Matlab programmed algorithm.
Keywords: plenoptic sensors; FPGA; real-time processing; depth estimation; multistereo
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Magdaleno, E.; Lüke, J.P.; Rodríguez, M.; Rodríguez-Ramos, J.M. Design of Belief Propagation Based on FPGA for the Multistereo CAFADIS Camera. Sensors 2010, 10, 9194-9210.
Magdaleno E, Lüke JP, Rodríguez M, Rodríguez-Ramos JM. Design of Belief Propagation Based on FPGA for the Multistereo CAFADIS Camera. Sensors. 2010; 10(10):9194-9210.
Magdaleno, Eduardo; Lüke, Jonás Philipp; Rodríguez, Manuel; Rodríguez-Ramos, José Manuel. 2010. "Design of Belief Propagation Based on FPGA for the Multistereo CAFADIS Camera." Sensors 10, no. 10: 9194-9210.