Title :
Comparison of linear spectral reconstruction methods for multispectral imaging
Author :
Connah, David ; Hardeberg, Jon Yngve ; Westland, Stephen
Author_Institution :
Dept. of Comput. Sci. & Media Technol., Gyovik Univ. Coll., Norway
Abstract :
This paper compares the performance of a number of linear methods for reflectance estimation from digital camera responses. Methods based upon smoothness maximisation, linear models of reflectance and least-squares fitting are compared using two simulated 6-channel camera systems. In our experiments, the smoothness methods were generally found to deliver the best performance on test data. Furthermore, they deliver equivalent performance on training data, even compared to those methods that make explicit use of a priori knowledge of the training data.
Keywords :
cameras; geophysical signal processing; image reconstruction; least squares approximations; optimisation; smoothing methods; 6-channel camera system; least-squares fitting; linear spectral reconstruction method; multispectral imaging; reflectance estimation; smoothness maximisation; Cameras; Computer science; Ear; Laboratories; Multispectral imaging; Noise measurement; Reconstruction algorithms; Reflectivity; Sensor phenomena and characterization; Testing;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1421348