Title :
Multi-sensor image fusion using multirate filter banks
Author :
Ghassemian, Hassan
Author_Institution :
Dept. of Electr. Eng., Tarbiat Modares Univ., Tehran, Iran
fDate :
6/23/1905 12:00:00 AM
Abstract :
This paper presents a multi-resolution data fusion scheme, based on multirate image representation. Motivated by analytical results obtained from high-resolution multispectral image data analysis: the energy packing the spectral features are distributed in the lower frequency bands, and the spatial features, edges, are distributed in the higher frequency bands. This allows to spatially enhance the multispectral images, by adding the high-resolution spatial features (extracted from the higher subbands of a panchromatic image) to them, by a multirate filtering procedure. This technique finds application in multi-spectral image interpretation, as well as medical images of the same part of body obtained by several different imaging modalities, e.g. CT images with MRI images. The proposed method is compared with some conventional methods. Results show it preserves more spectral features with less spatial distortion
Keywords :
digital filters; geography; image enhancement; image representation; image resolution; sensor fusion; terrain mapping; CT images; MRI images; edges; high-resolution spatial features; medical images; multi-resolution data fusion scheme; multi-sensor image fusion; multi-spectral image interpretation; multirate filter banks; multirate image representation; multispectral images; spatial enhancement; spectral features; Data analysis; Data mining; Feature extraction; Filter bank; Filtering; Frequency; Image analysis; Image fusion; Image representation; Multispectral imaging;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.959178