2012
DOI: 10.1111/j.1467-8667.2012.00765.x
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A Generalized Framework for Parallelizing Traffic Sign Inventory of Video Log Images Using Multicore Processors

Abstract: Video log images could potentially be used for state transportation agencies to automatically inventory traffic sign assets. However, processing millions of video log images is prohibitively time‐consuming. Taking advantage of the emerging chip multicore processor (CMP) technology, this article proposes a generalized framework for parallelizing traffic sign detection in a large number of high‐resolution video log images. Based on an improved contour finding and workload identification strategy, task and data p… Show more

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Cited by 13 publications
(8 citation statements)
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References 72 publications
(78 reference statements)
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“…Although the real‐time application is not within the scope of this study for crack width measurement, it is a desirable feature for large‐scale pavement crack evaluation. In the future implementation, optimization of the current algorithms and parallelization of the proposed method are recommended to take full advantage of the parallel computing (Tsai and Huang, ; Torbol, ) and large‐scale engineering computation capacities in pavement and structure engineering (Adeli and Vishnubhotla, ; Adeli and Kamal, ; Adeli and Kamal, ; Adeli and Kamal, ).…”
Section: Experimental Testsmentioning
confidence: 99%
“…Although the real‐time application is not within the scope of this study for crack width measurement, it is a desirable feature for large‐scale pavement crack evaluation. In the future implementation, optimization of the current algorithms and parallelization of the proposed method are recommended to take full advantage of the parallel computing (Tsai and Huang, ; Torbol, ) and large‐scale engineering computation capacities in pavement and structure engineering (Adeli and Vishnubhotla, ; Adeli and Kamal, ; Adeli and Kamal, ; Adeli and Kamal, ).…”
Section: Experimental Testsmentioning
confidence: 99%
“…In addition, the algorithm has potential in parallel processing, because a hierarchical domain partition is hidden in the placement of streamlines. Some parallel strategies [18] based on data division [3,9] can be extended to our algorithm. Therefore, our multiresolution analysis of streamlines for both 2D and 3D fields has an advantage in performance.…”
Section: Evaluation Of the Basic Placement Algorithmmentioning
confidence: 99%
“…To this end, ITS systems integrate information and communication technologies into both the vehicles [4,11,39,43] and the infrastructure [2,[7][8][9][10]22,24,26,42]. The AUTOPIA research group's contributions focus on the development of optimal solutions for present and future transportation challenges [29].…”
Section: Introductionmentioning
confidence: 99%