Comparison of different methods of classification in subband coding of images

This paper investigates various classification techniques, applied to subband coding of images, as a way of exploiting the nonstationary nature of image subbands. The advantages of subband classification are characterized in a rate-distortion framework in terms of "classification gain" and...

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Veröffentlicht in:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - 6(1997), 11 vom: 15., Seite 1473-86
1. Verfasser: Joshi, R L (VerfasserIn)
Weitere Verfasser: Jafarkhani, H, Kasner, J H, Fischer, T R, Farvardin, N, Marcellin, M W, Bamberger, R H
Format: Aufsatz
Sprache:English
Veröffentlicht: 1997
Zugriff auf das übergeordnete Werk:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:Journal Article
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520 |a This paper investigates various classification techniques, applied to subband coding of images, as a way of exploiting the nonstationary nature of image subbands. The advantages of subband classification are characterized in a rate-distortion framework in terms of "classification gain" and overall "subband classification gain." Two algorithms, maximum classification gain and equal mean-normalized standard deviation classification, which allow unequal number of blocks in each class, are presented. The dependence between the classification maps from different subbands is exploited either directly while encoding the classification maps or indirectly by constraining the classification maps. The trade-off between the classification gain and the amount of side information is explored. Coding results for a subband image coder based on classification are presented. The simulation results demonstrate the value of classification in subband coding 
650 4 |a Journal Article 
700 1 |a Jafarkhani, H  |e verfasserin  |4 aut 
700 1 |a Kasner, J H  |e verfasserin  |4 aut 
700 1 |a Fischer, T R  |e verfasserin  |4 aut 
700 1 |a Farvardin, N  |e verfasserin  |4 aut 
700 1 |a Marcellin, M W  |e verfasserin  |4 aut 
700 1 |a Bamberger, R H  |e verfasserin  |4 aut 
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