Title :
An FPGA-optimized architecture of horn and schunck optical flow algorithm for real-time applications
Author :
Kunz, Michael ; Ostrowski, Alexander ; Zipf, Peter
Author_Institution :
Digital Technol. Group, Univ. of Kassel, Kassel, Germany
Abstract :
Optical flow estimation of image sequences is one of the key elements for motion detection. However, processing the optical flow in real-time is still an open task due to its computationally expensive nature. In this paper we present an FPGA-optimized architecture for optical flow estimation based on the algorithm of Horn and Schunck. While existing FPGA-realizations are only partly real-time capable, on a Stratix IV our architecture enables the computation of the optical flow for each pixel of a frame with 640 × 512 pixels at a framerate of 30 fps in iterative and up to 4k resolution (4,096 × 2,304 pixels) at a framerate of 20 fps in full-pipelined form.
Keywords :
field programmable gate arrays; image motion analysis; image sequences; object detection; FPGA-optimized architecture; Stratix IV; horn optical flow algorithm; image sequences; motion detection; optical flow estimation; schunck optical flow algorithm; Computer architecture; Hardware; Integrated optics; Kernel; Optical imaging; Real-time systems; Vectors;
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2014 24th International Conference on
Conference_Location :
Munich
DOI :
10.1109/FPL.2014.6927406