The design and evaluation of a generic method for generating mosaicked multispectral filter arrays

被引:74
作者
Miao, Lidan [1 ]
Qi, Hairong [1 ]
机构
[1] Univ Tennessee, Dept Elect & Comp Engn, Adv Imaging & Collaborat Informat Proc Grp, Knoxville, TN 37996 USA
关键词
binary tree; checkerboard pattern; color filter array (CFA); demosaicking; hexagonal grid; mosaicking; multispectral filter array (MSFA); BAND SELECTION; MOUSE RETINA; ARRANGEMENT; CONES;
D O I
10.1109/TIP.2006.877315
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The technology of color filter arrays (CFA) has been widely used in the digital camera industry since it provides several advantages like low cost, exact registration, and strong robustness. The same motivations also drive the design of multispectral filter arrays (MSFA), in which more than three spectral bands are used. Although considerable research has been reported to optimally reconstruct the full-color image using various demosaicking algorithms, studies on the intrinsic properties of these filter arrays as well as the underlying design principles have been very limited. Given a set of representative spectral bands, the design of an MSFA involves two issues: the selection of tessellation mechanisms and the arrangement/layout of different spectral bands. We develop a generic MSFA generation method starting from a checkerboard pattern. We show, through case studies, that most of the CFAs currently used by the industry can be derived as special cases of MSFAs generated using the generic algorithm. The performance of different MSFAs are evaluated based on their intrinsic properties, namely, the spatial uniformity and the spectral consistency. We design two metrics, static coefficient and consistency coefficient, to measure these two parameters, respectively. The experimental results demonstrate that the generic algorithm can generate optimal or near-optimal MSFAs in both the rectangular and the hexagonal domains.
引用
收藏
页码:2780 / 2791
页数:12
相关论文
共 28 条
[1]  
Bajwa SG, 2004, T ASAE, V47, P895, DOI 10.13031/2013.16087
[2]  
Bayer BE, 1976, US Patent, Patent No. 3,971,065
[3]  
Fei YJ, 2003, MOL VIS, V9, P31
[4]   IMAGE DEGRADATION BY AN IRREGULAR RETINAL MOSAIC [J].
FRENCH, AS ;
SNYDER, AW ;
STAVENGA, DG .
BIOLOGICAL CYBERNETICS, 1977, 27 (04) :229-233
[5]   HEXAGONAL PARALLEL PATTERN TRANSFORMATIONS [J].
GOLAY, MJE .
IEEE TRANSACTIONS ON COMPUTERS, 1969, C 18 (08) :733-&
[6]  
GROTTA SW, 2001, ANATOMY DIGITAL CAME
[7]   GEOMETRIC TRANSFORMATIONS ON THE HEXAGONAL GRID [J].
HER, I .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (09) :1213-1222
[8]   Adaptive imaging spectrometer in a time-domain filtering architecture [J].
Jiao, Y ;
Bhalotra, SR ;
Kung, HL ;
Miller, DAB .
OPTICS EXPRESS, 2003, 11 (17) :1960-1965
[9]  
Keshava N, 2001, INT CONF ACOUST SPEE, P3149, DOI 10.1109/ICASSP.2001.940326
[10]   Adaptive imaging system using image quality metric based on statistical analysis of speckle fields [J].
Kim, DH ;
Kolesnikov, K ;
Kostrzewski, A ;
Savant, G ;
Vasiliev, AA ;
Vorontsov, MA .
HYBRID IMAGE AND SIGNAL PROCESSING VII, 2000, 4044 :177-186