In this paper we present a new optimization technique for the neighborhood computation in connected component labeling focused on images stored in raster scan order. This new technique is based on a 2x2 square block analysis of the image, and it exploits the fact that, when using 8-connection, the pixels of a 2x2 square are all connected to each other. This implies that they will share the same label at the end of the computation. To prove the effectiveness of our proposal, we show a comprehensive comparison of the most used and advanced connected components labeling techniques presented so far. The tests are conducted on high resolution images obtained from digitized historical manuscripts and a set of transformations is applied in order to show the algorithms behavior at different image resolutions and with a varying number of labels.

Fast Block Based Connected Components Labeling / Grana, Costantino; Borghesani, Daniele; Cucchiara, Rita. - STAMPA. - (2009), pp. 4061-4064. ( 2009 IEEE International Conference on Image Processing, ICIP 2009 Cairo, egy Nov 7-12) [10.1109/ICIP.2009.5413731].

Fast Block Based Connected Components Labeling

GRANA, Costantino;BORGHESANI, Daniele;CUCCHIARA, Rita
2009

Abstract

In this paper we present a new optimization technique for the neighborhood computation in connected component labeling focused on images stored in raster scan order. This new technique is based on a 2x2 square block analysis of the image, and it exploits the fact that, when using 8-connection, the pixels of a 2x2 square are all connected to each other. This implies that they will share the same label at the end of the computation. To prove the effectiveness of our proposal, we show a comprehensive comparison of the most used and advanced connected components labeling techniques presented so far. The tests are conducted on high resolution images obtained from digitized historical manuscripts and a set of transformations is applied in order to show the algorithms behavior at different image resolutions and with a varying number of labels.
2009
Inglese
2009 IEEE International Conference on Image Processing, ICIP 2009
Cairo, egy
Nov 7-12
Proceedings of the IEEE International Conference on Image Processing
4061
4064
9781424456536
9781424456550
IEEE Computer Society
STATI UNITI D'AMERICA
345 E 47TH ST, NEW YORK, NY 10017 USA
Internazionale
Contributo
connected component labeling; comparison; union-find
Grana, Costantino; Borghesani, Daniele; Cucchiara, Rita
Atti di CONVEGNO::Relazione in Atti di Convegno
273
3
Fast Block Based Connected Components Labeling / Grana, Costantino; Borghesani, Daniele; Cucchiara, Rita. - STAMPA. - (2009), pp. 4061-4064. ( 2009 IEEE International Conference on Image Processing, ICIP 2009 Cairo, egy Nov 7-12) [10.1109/ICIP.2009.5413731].
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info:eu-repo/semantics/conferenceObject
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/622724
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