Residential College | false |
Status | 已發表Published |
Edge extraction of images by reconstruction using wavelet decomposition details at different resolution levels | |
Feng L.3; Suen C.Y.3; Tang Y.Y.2; Yang L.H.1 | |
2000-09-01 | |
Source Publication | International Journal of Pattern Recognition and Artificial Intelligence |
ISSN | 02180014 |
Volume | 14Issue:6Pages:779-793 |
Abstract | This paper describes a novel method for edge feature detection of document images based on wavelet decomposition and reconstruction. By applying the wavelet decomposition technique, a document image becomes a wavelet representation, i.e. the image is decomposed into a set of wavelet approximation coefficients and wavelet detail coefficients. Discarding wavelet approximation, the edge extraction is implemented by means of the wavelet reconstruction technique. In consideration of the mutual frequency, overlapping will occur between wavelet approximation and wavelet details, a multiresolution-edge extraction with respect to an iterative reconstruction procedure is developed to ameliorate the quality of the reconstructed edges in this case. A novel combination of this multiresolution-edge results in clear final edges of the document images. This multiresolution reconstruction procedure follows a coarser-to-finer searching strategy. The edge feature extraction is accompanied by an energy distribution estimation from which the levels of wavelet decomposition are adaptively controlled. Compared with the scheme of wavelet transform, our method does not incur any redundant operation. Therefore, the computational time and the memory requirement are less than those in wavelet transform. |
DOI | 10.1016/S0218-0014(00)00051-9 |
URL | View the original |
Language | 英語English |
WOS ID | WOS:000089894900005 |
Scopus ID | 2-s2.0-0034268628 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Affiliation | 1.Sun Yat-Sen University 2.Hong Kong Baptist University 3.Universite Concordia |
Recommended Citation GB/T 7714 | Feng L.,Suen C.Y.,Tang Y.Y.,et al. Edge extraction of images by reconstruction using wavelet decomposition details at different resolution levels[J]. International Journal of Pattern Recognition and Artificial Intelligence, 2000, 14(6), 779-793. |
APA | Feng L.., Suen C.Y.., Tang Y.Y.., & Yang L.H. (2000). Edge extraction of images by reconstruction using wavelet decomposition details at different resolution levels. International Journal of Pattern Recognition and Artificial Intelligence, 14(6), 779-793. |
MLA | Feng L.,et al."Edge extraction of images by reconstruction using wavelet decomposition details at different resolution levels".International Journal of Pattern Recognition and Artificial Intelligence 14.6(2000):779-793. |
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