Title :
High-quality real-time hardware stereo matching based on guided image filtering
Author :
Ttofis, Christos ; Theocharides, Theo
Author_Institution :
Dept. of ECE, Univ. of Cyprus, Nicosia, Cyprus
Abstract :
Stereo matching is a vital task in several emerging embedded vision applications requiring high-quality depth computation and real-time frame-rate. Although several stereo matching dedicated-hardware systems have been proposed in recent years, only few of them focus on balancing accuracy and speed. This paper proposes a hardware-based stereo matching architecture that aims to provide high accuracy and concurrently high performance in embedded vision applications. The proposed architecture integrates a compact and efficient design of the recently proposed guided image filter; an edge-preserving filter that reduces the hardware complexity of the implemented stereo algorithm, while at the same time maintains high-quality results. A prototype of the architecture has been implemented on a Kintex-7 FPGA board, achieving 60 fps for 720p resolution images. Moreover, the proposed design delivers leading accuracy when compared to state-of-the-art hardware implementations.
Keywords :
field programmable gate arrays; filtering theory; image resolution; stereo image processing; Kintex-7 FPGA board; edge-preserving filter; embedded vision; guided image filtering; hardware complexity; hardware-based stereo matching architecture; high-quality real-time hardware stereo matching; image resolution; real-time frame-rate; stereo algorithm; Accuracy; Algorithm design and analysis; Computer architecture; Field programmable gate arrays; Hardware; Matched filters; Real-time systems; Embedded Systems; FPGAs; Stereo Matching;
Conference_Titel :
Design, Automation and Test in Europe Conference and Exhibition (DATE), 2014
Conference_Location :
Dresden
DOI :
10.7873/DATE.2014.369