Proposed Algorithm Overview


AlgorithmOverview

Abstract

     Extra band information in addition to the RGB, such as the near-infrared (NIR) and the ultra-violet, is valuable for many applications. In this paper, we propose a novel color filter array (CFA), which we call "hybrid CFA," and a demosaicking algorithm for the simultaneous capturing of the RGB and the additional band images. Our proposed hybrid CFA and demosaicking algorithm do not rely on any specific correlation between the RGB and the additional band. Therefore, the additional band can be arbitrarily decided by users. Experimental results demonstrate that our proposed demosaicking algorithm with the proposed hybrid CFA can provide the additional band image while keeping the RGB image almost the same quality as the image acquired by using the standard Bayer CFA.


References

  • Simultaneous Capturing of RGB and Additional Band Images Using Hybrid Color Filter Array
    Daisuke Kiku, Yusuke Monno, Masayuki Tanaka and Masatoshi Okutomi
    Proceedings of IS&T/SPIE Electronic Imaging (EI), Digital Photography X, Vol.9023, pp.90230V-1-9, February, 2014. [PDF]
       *Note for correction: We noticed that some coeeficients in equations (2) and (3) are inccorectly described in the original paper. We corrected this error and apologize for any inconveniences this may have caused.

Datasets

     Lu et al.[2] and Sadeghipoor et al.[3]
       RGB and NIR image pairs


Results

Visual comparison of the RGB and NIR images of the book

RGB Original Bayer & GBTF[1] Lu et al.[2] Sadeghipoor et al.[3] Proposed
NIR Original Bayer & GBTF[1] Lu et al.[2] Sadeghipoor et al.[3] Proposed


Visual comparison of the RGB and NIR images of the roof

RGB Original Bayer & GBTF[1] Lu et al.[2] Sadeghipoor et al.[3] Proposed
NIR Original Bayer & GBTF[1] Lu et al.[2] Sadeghipoor et al.[3] Proposed


The average PSNR performance

Algorithms R G B NIR
Bayer & GBTF [1] 34.30 38.85 35.35 NA
Lu et al.[2] 32.77 34.05 32.80 35.02
Sadeghipoor et al.[3] 32.03 33.53 32.32 33.88
Naive 32.06 35.66 33.05 29.48
Proposed 33.34 38.43 35.15 30.10


Visual comparison of the real scene example

RGB NIR

Original RGB Bayer & GBTF [1] RGB Proposed RGB
Original NIR Bayer & GBTF[1] NIR Proposed NIR



References

[1] Pekkucuksen, I. and Altunbasak, Y., "Gradient based threshold free color filter array interpolation," Proc. of IEEE Int. Conf. on Image Processing (ICIP), 137-140, (2010).
[2] Lu, Y. M., Fredembach, C., Vetterli, M., and Susstrunk, S., "Designing color filter arrays for the joint capture of visible and near-infrared images," Proc. of IEEE Int. Conf. on Image Processing (ICIP), 3797-3800, (2009).
[3] Sadeghipoor, Z., Lu, Y. M., and Susstrunk, S., "Correlation-based joint acquisition and demosaicing of visible and near-infrared images," Proc. of IEEE Int. Conf. on Image Processing (ICIP), 3226-3229, (2011).



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