← SBrT2012
Multiscale Image Fusion Using the Undecimated Wavelet Transform With Non-Orthogonal Filter Banks
Image FusionUndecimated Wavelet TransformNon-Orthogonal Filter Banks
Resumo
In this work a pixel-level multiscale image fusion
framework is introduced which utilizes a new class of non-
orthogonal filter banks. These filter banks were especially de-
signed for the purpose of image fusion and offer some useful
properties such as a short support size of the analysis filter
pair whilst preserving the regularity of the synthesis filters. As
a result, the unwanted spreading of coefficient values around
overlapping image singularities, usually complicating the feature
selection process, is minimized. Furthermore, the introduction
of blocking artifacts in the fused reconstruction is avoided. In
the course of this work we will show that the combination of
the Undecimated Wavelet Transform with such filter banks leads
to a fusion framework which is able to significantly outperform
traditional multiscale fusion approaches for a large group of
images, derived from different sensor modalities.