DocumentCode :
845750
Title :
Parallel Asynchronous Watershed Algorithm-Architecture
Author :
Galilée, Bruno ; Mamalet, Franck ; Renaudin, Marc ; Coulon, Pierre-Yves
Author_Institution :
France Telecom R&D, Meylan
Volume :
18
Issue :
1
fYear :
2007
Firstpage :
44
Lastpage :
56
Abstract :
A joint algorithm-architecture study has resulted into a new version of a picture segmentation system complying with multimedia mobile terminal constraints, i.e., real-time computing, and low power consumption. Previously published watershed segmentation algorithms required at least three global synchronization points: minima detection, labeling and flooding. This paper presents a new fully asynchronous algorithm, where pixels can compute their local data in parallel and independently from one another, and which requires only a unique final global synchronization point. This paper provides a formal demonstration of the convergence and correctness of this new parallel asynchronous algorithm using a mathematical model of data propagation in a graph: the associative net formalism. We demonstrate the simplicity of implementation of this algorithm on parallel processor arrays. We explore, simulate, and validate several configurations of the algorithm-architecture using a "SystemC" model. Simulations reveal an image segmentation rate up to 66,000 QCIF images/sec, i.e., a speed-up factor of more than 1,000 times compared with state of the art watershed algorithms. A fine grain processor array design using STmicroelectronics 0.18mum. CMOS technology confirms that this new approach is a breakthrough in the domain of real-time image segmentation
Keywords :
image segmentation; CMOS technology; QCIF images; STmicroelectronics; SystemC model; data propagation; fine grain processor array design; global synchronization point; joint algorithm-architecture; mathematical model; multimedia mobile terminal constraints; parallel asynchronous algorithm; parallel asynchronous watershed algorithm-architecture; parallel processor arrays; picture segmentation system; real-time image segmentation; CMOS technology; Concurrent computing; Energy consumption; Floods; Image segmentation; Labeling; Mobile computing; Multimedia computing; Multimedia systems; Real time systems; Asynchronous algorithm-architecture; correctness proof; hill-climbing; image segmentation; parallel processors; performance evaluation.; watershed;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2007.253280
Filename :
4020511
Link To Document :
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