Title :
CEM: More Bands, Better Performance
Author :
Xiurui Geng ; Luyan Ji ; Kang Sun ; Yongchao Zhao
Author_Institution :
Key Lab. of Technol. in Geospatial Inf. Process. & Applic. Syst., Inst. of Electron., Beijing, China
Abstract :
Target detection has recently drawn considerable interest in hyperspectral image processing. People tend to exclude corrupted or badly damaged bands before applying the target detection algorithm to the data for better detection results. In this letter, it is proved that adding any band independent of the original image, even a noisy band, would be always beneficial to the performance of constrained energy minimization in terms of output energy. Finally, several tests are conducted to further justify our viewpoint.
Keywords :
constraint handling; geophysical image processing; image sensors; minimisation; object detection; CEM; constrained energy minimization; hyperspectral image processing; target detection algorithm; Detection algorithms; Hyperspectral imaging; Linear programming; Noise; Object detection; Band number; constrained energy minimization (CEM); hyperspectral data; receiver operating characteristic (ROC);
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2014.2312319