DocumentCode
727341
Title
An FPGA processor for real-time, fixed-point refinement of CDVS keypoints
Author
Lopez, Giorgio ; Napoli, Ettore ; Meglio, Domenico ; Strollo, Antonio G. M.
Author_Institution
Dept. of Electr. & Inf. Technol. Eng., Univ. of Napoli “Federico II”, Naples, Italy
fYear
2015
fDate
24-27 May 2015
Firstpage
2832
Lastpage
2835
Abstract
Computer Vision is a more and more pervasive technology in nowadays image and video processing applications: examples include image driven search, stereoscopical matching, panorama stitching and industrial automation. Compact Descriptors for Visual Search (CDVS) is an algorithm for Computer Vision recently proposed as part of the MPEG-7 standard: it has the ability to select points of interest in the image (also referred to as keypoints) that exhibit robustness, in a certain degree, with respect to changes like homogeneous variations in luminance, changes in point of view, rotations, rescaling and geometrical distortion of the image. Keypoint Refinement is a phase of the CDVS algorithm which is aimed at discarding candidate keypoints that are likely to be unstable for their algebraic properties. This paper presents an FPGA circuit design that implements this phase on fixed point data with real time compatible throughput. Implementation results show a negligible impact on resources allocation even on mid-sized FPGAs.
Keywords
computer vision; field programmable gate arrays; real-time systems; ubiquitous computing; video signal processing; CDVS keypoints; FPGA circuit design; FPGA processor; MPEG-7 standard; algebraic properties; compact descriptors for visual search; computer vision; fixed point data; fixed-point refinement; image driven search; image processing applications; industrial automation; panorama stitching; pervasive technology; real-time systems; stereoscopical matching; video processing applications; Detectors; Field programmable gate arrays; Linear systems; Mathematical model; Real-time systems; Standards; Table lookup; CDVS; FPGA; MPEG-7; Scale-Space theory; Visual Search; real-time video processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location
Lisbon
Type
conf
DOI
10.1109/ISCAS.2015.7169276
Filename
7169276
Link To Document