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
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