Title :
3DV — An embedded, dense stereovision-based depth mapping system
Author :
Camellini, Gabriele ; Felisa, Mirko ; Medici, Paolo ; Zani, Paolo ; Gregoretti, Francesco ; Passerone, Claudio ; Passerone, Roberto
Author_Institution :
VisLab -Dipt. di Ing. dell´Inf., Univ. di Parma, Parma, Italy
Abstract :
This paper describes the architecture and hardware implementation of an embedded, low-cost and low-power dense stereo reconstruction system, running at 30 fps at VGA resolution. The processing pipeline includes an initial image rectification stage, a cost generation unit based on the non-parametric census transform, a state-of-the-art Semi-Global cost optimization stage, and a final minimization and noise suppression step. The hardware implementation is based on a Xilinx ZynqTM System-on-Chip, which besides the FPGA provides a physical dual-core ARM CPU, which is exploited for control and to deliver output over the integrated Gigabit Ethernet connection.
Keywords :
computer vision; field programmable gate arrays; image reconstruction; image resolution; minimisation; stereo image processing; system-on-chip; transforms; 3DV; FPGA; VGA resolution; Xilinx ZynqTM system-on-chip; cost generation unit; dense stereo reconstruction system; dense stereovision-based depth mapping system; initial image rectification stage; integrated gigabit Ethernet connection; minimization step; noise suppression step; nonparametric census transform; physical dual-core ARM CPU; processing pipeline; semiglobal cost optimization stage; Field programmable gate arrays; Hardware; Image reconstruction; Pipelines; Registers; Table lookup; Transforms;
Conference_Titel :
Intelligent Vehicles Symposium Proceedings, 2014 IEEE
Conference_Location :
Dearborn, MI
DOI :
10.1109/IVS.2014.6856563