Title :
Theory and application of image neighborhood parallel processing
Author :
Su, Guangda ; Liu, Jiongxin ; Shang, Yan ; Chen, Boya ; Chen, Shi
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Abstract :
We propose the theory of image neighborhood processing which includes algorithm, storage and processing for parallel image data. Its core idea lies in the identity and parallelism of data structures used by software algorithm, memory and processing unit. This theory solves the problem of frame data flow which is the bottleneck of high speed image processing. In this paper, we discuss the storage structure using incomplete rotate matrix and its corresponding processing unit. Based on the theory of image neighborhood processing, we have developed NIPC-3 neighborhood image parallel computer, providing parallel access to very large neighborhood image. The largest size of neighborhood core is 25 Ã 24 and the peak speed of neighborhood computing reaches 135 billion multiplication-accumulation operations per second. Experimental results show that NIPC-3 enables much faster implementation for low level processing and can be utilized by more complex algorithms.
Keywords :
data flow analysis; data structures; image processing; parallel memories; parallel processing; storage management; visual databases; NIPC-3 neighborhood image parallel computer; data structure; frame data flow; high speed image processing; image neighborhood parallel processing; parallel access; parallel image data processing; parallel image data storage; parallel memory; processing unit; rotate matrix; software algorithm; storage structure; Computer architecture; Concurrent computing; Convolution; Data structures; Field programmable gate arrays; Gabor filters; Image processing; Image storage; Laboratories; Parallel processing; Image processing; neighborhood image; parallel memory; parallel processing;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414487