Title :
Photo retrieval based on spatial layout with hardware acceleration
Author :
Chen, Tse-Wei ; Chen, Yi-Ling ; Chien, Shao-Yi
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
A new photo retrieval system for mobile devices is proposed in this paper. The system can be used to search for photos with similar spatial layout effectively and efficiently, and it adopts a new algorithm that extracts features of image regions based on hardware K-Means clustering. Since K-Means is computationally intensive for real-time applications in embedded systems, it is necessary to accelerate K-Means using parallel architecture to meet the real-time requirement of the retrieval process. Experiments show that the proposed algorithm in the photo retrieval system obtains better mean average precision than other methods, and the K-Means hardware provides a tradeoff between the execution time and the retrieval performance on the software and hardware co-simulation platform with an FPGA.
Keywords :
feature extraction; field programmable gate arrays; image retrieval; parallel architectures; pattern clustering; embedded systems; field programmable gate array; hardware acceleration; k-means clustering; mobile devices; parallel architecture; photo retrieval system; spatial layout; Acceleration; Clustering algorithms; Concurrent computing; Embedded computing; Embedded system; Feature extraction; Hardware; Parallel architectures; Real time systems; Software algorithms; K-Means clustering; hardware acceleration; image segmentation; parallel processing; photo retrieval;
Conference_Titel :
Intelligent Signal Processing and Communication Systems, 2009. ISPACS 2009. International Symposium on
Conference_Location :
Kanazawa
Print_ISBN :
978-1-4244-5015-2
Electronic_ISBN :
978-1-4244-5016-9
DOI :
10.1109/ISPACS.2009.5383867