Title :
Interleaved pixel lookup for embedded computer vision
Author :
Yamaguchi, Kota ; Watanabe, Yoshihiro ; Komuro, Takashi ; Ishikawa, Masatoshi
Author_Institution :
Grad. Sch. of Inf. Sci. & Technol., Univ. of Tokyo, Tokyo
Abstract :
This paper describes an in-depth investigation and implementation of interleaved memory for pixel lookup operations in computer vision. Pixel lookup, mapping between coordinates and pixels, is a common operation in computer vision, but is also a potential bottleneck due to formidable bandwidth requirements for real-time operation. We focus on the acceleration of pixel lookup operations through parallelizing memory banks by interleaving. The key to applying interleaving for pixel lookup is 2D block data partitioning and support for unaligned access. With this optimization of interleaving, pixel lookup operations can output a block of pixels at once without major overhead for unaligned access. An example implementation of our optimized interleaved memory for affine motion tracking shows that the pixel lookup operations can achieve 12.8 Gbps for random lookup of a 4x4 size block of 8-bit pixels under 100 MHz operation. Interleaving can be a cost-effective solution for fast pixel lookup in embedded computer vision.
Keywords :
computer vision; image motion analysis; interleaved storage; affine motion tracking; bit rate 12.8 Gbit/s; data partitioning; embedded computer vision; frequency 100 MHz; interleaved memory; interleaved pixel lookup; random lookup; real-time operation; word length 8 bit; Acceleration; Application software; Bandwidth; Computer graphics; Computer vision; Hardware; Interleaved codes; Pixel; Streaming media; Throughput;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-2339-2
Electronic_ISBN :
2160-7508
DOI :
10.1109/CVPRW.2008.4563152