Title :
Hardware-oriented stereo vision algorithm based on 1-D guided filtering and its FPGA implementation
Author :
Ohata, Katsuki ; Sanada, Yukitoshi ; Ogaki, Tetsuro ; Matsuyama, Kimihide ; Ohira, Takashi ; Chikuda, Satoshi ; Igarashi, M. ; Ikebe, Masayuki ; Asai, Tetsuya ; Motomura, Masato ; Kuroda, Tadahiro
Author_Institution :
Fac. of Sci. & Technol., Keio Univ., Yokohama, Japan
Abstract :
This paper presents a novel hardware-oriented stereo vision system based on 1-D cost aggregation. Many researchers have implemented hardware efficient stereo matching to realize real-time systems. However, such methods require a large amount of memory. We proposed a system that is based on a hardware-software hybrid architecture for memory reduction. It consisted of grayscale 1-D cost aggregation HW and 2-D disparity refinement SW. The 1-D processing reduced the size of RAM in our HW to 266 kb with an input image size of 1024×768. We achieved the average error rate for the Middlebury datasets as 6.24%. The processing time was 56.6 ms for the 1024×768 images and an average of 8.6 ms for the Middlebury datasets which have an average size of 400×380. Using the resolution of Middlebury datasets, our system can perform real-time depth-aided image processing.
Keywords :
field programmable gate arrays; image matching; logic design; stereo image processing; visual perception; 1D guided filtering; 1D processing; 2D disparity refinement SW; FPGA implementation; Middlebury datasets; grayscale 1D cost aggregation HW; hardware efficient stereo matching; hardware-oriented stereo vision algorithm; hardware-software hybrid architecture; memory reduction; real-time depth-aided image processing; real-time systems; storage capacity 266 Kbit; time 56.6 ms; time 8.6 ms; Accuracy; Field programmable gate arrays; Gray-scale; Hardware; Memory management; Real-time systems; Software;
Conference_Titel :
Electronics, Circuits, and Systems (ICECS), 2013 IEEE 20th International Conference on
Conference_Location :
Abu Dhabi
DOI :
10.1109/ICECS.2013.6815381