Title :
2-D histogram-based segmentation of postal envelopes
Author :
Yonekura, Eduardo Akira ; Facon, Jacques
Author_Institution :
Pontificia Univ. Catolica do Parana, Curitiba, Brazil
Abstract :
Mail sorting automation is yet a partially solved challenge. Due to no fixed positions of the semantic information in envelope images, part of this challenge is the automatic location of address blocks. We approach this problem by proposing a new postal envelope segmentation method based on 2D histogram clustering and watershed transform. Segmentation task consists in detecting the 2D histogram modes associated with homogeneous regions in envelope. A new filter used for 2D histogram calculation is proposed. The homogeneous modes in 2D histogram are segmented through the morphological watershed transform. Our approach is applied to complex postal envelopes. Very little a priori knowledge of the envelope images is required. The advantages of this approach are described and illustrated with tests carried out on 300 different images where there are no fixed position for the handwritten address block, postmarks and stamps. A groundtruth strategy is employed to evaluate the accuracy of segmentation.
Keywords :
image colour analysis; image reconstruction; image segmentation; pattern clustering; postal services; 2D histogram-based segmentation; address block automatic location; homogeneous mode; homogeneous region; mail sorting automation; morphological watershed transform; postal envelope; Automation; Envelope detectors; Filtering; Gabor filters; Histograms; Image databases; Image segmentation; Postal services; Sorting; Spatial databases;
Conference_Titel :
Computer Graphics and Image Processing, 2003. SIBGRAPI 2003. XVI Brazilian Symposium on
Print_ISBN :
0-7695-2032-4
DOI :
10.1109/SIBGRA.2003.1241016