Title :
Decision Trees for Fast Thinning Algorithms
Author :
Grana, Costantino ; Borghesani, Daniele ; Cucchiara, Rita
Author_Institution :
Dipt. di Ing. dell´´Inf., Univ. degli Studi di Modena e Reggio Emilia, Modena, Italy
Abstract :
We propose a new efficient approach for neighborhood exploration, optimized with decision tables and decision trees, suitable for local algorithms in image processing. In this work, it is employed to speed up two widely used thinning techniques. The performance gain is shown over a large freely available dataset of scanned document images.
Keywords :
decision tables; decision trees; document image processing; image thinning; decision tables; decision trees; fast thinning algorithms; image processing; neighborhood exploration; scanned document images; thinning techniques; Clocks; Decision trees; Heuristic algorithms; Parallel algorithms; Pixel; Table lookup; decision table; decision tree; thinning;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.695