Literature DB >> 17076412

Binary tree-based generic demosaicking algorithm for multispectral filter arrays.

Lidan Miao1, Hairong Qi, Rajeev Ramanath, Wesley E Snyder.   

Abstract

In this paper, we extend the idea of using mosaicked color filter array (CFA) in color imaging, which has been widely adopted in the digital color camera industry, to the use of multispectral filter array (MSFA) in multispectral imaging. The filter array technique can help reduce the cost, achieve exact registration, and improve the robustness of the imaging system. However, the extension from CFA to MSFA is not straightforward. First, most CFAs only deal with a few bands (3 or 4) within the narrow visual spectral region, while the design of MSFA needs to handle the arrangement of multiple bands (more than 3) across a much wider spectral range. Second, most existing CFA demosaicking algorithms assume the fixed Bayer CFA and are confined to properties only existed in the color domain. Therefore, they cannot be directly applied to multispectral demosaicking. The main challenges faced in multispectral demosaicking is how to design a generic algorithm that can handle the more diversified MSFA patterns, and how to improve performance with a coarser spatial resolution and a less degree of spectral correlation. In this paper, we present a binary tree based generic demosaicking method. Two metrics are used to evaluate the generic algorithm, including the root mean-square error (RMSE) for reconstruction performance and the classification accuracy for target discrimination performance. Experimental results show that the demosaicked images present low RMSE (less than 7) and comparable classification performance as original images. These results support that MSFA technique can be applied to multispectral imaging with unique advantages.

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Year:  2006        PMID: 17076412     DOI: 10.1109/tip.2006.877476

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  10 in total

1.  A hand-held mosaicked multispectral imaging device for early stage pressure ulcer detection.

Authors:  Hairong Qi; Linghua Kong; Chao Wang; Lidan Miao
Journal:  J Med Syst       Date:  2010-05-09       Impact factor: 4.460

2.  Opti-MSFA: a toolbox for generalized design and optimization of multispectral filter arrays.

Authors:  Travis W Sawyer; Michaela Taylor-Williams; Ran Tao; Ruqiao Xia; Calum Williams; Sarah E Bohndiek
Journal:  Opt Express       Date:  2022-02-28       Impact factor: 3.894

3.  Optimized Multi-Spectral Filter Array Based Imaging of Natural Scenes.

Authors:  Yuqi Li; Aditi Majumder; Hao Zhang; M Gopi
Journal:  Sensors (Basel)       Date:  2018-04-12       Impact factor: 3.576

4.  Multispectral filter arrays: recent advances and practical implementation.

Authors:  Pierre-Jean Lapray; Xingbo Wang; Jean-Baptiste Thomas; Pierre Gouton
Journal:  Sensors (Basel)       Date:  2014-11-17       Impact factor: 3.576

5.  High Dynamic Range Spectral Imaging Pipeline For Multispectral Filter Array Cameras.

Authors:  Pierre-Jean Lapray; Jean-Baptiste Thomas; Pierre Gouton
Journal:  Sensors (Basel)       Date:  2017-06-03       Impact factor: 3.576

6.  Efficient Training Procedures for Multi-Spectra Demosaicing.

Authors:  Ivana Shopovska; Ljubomir Jovanov; Wilfried Philips
Journal:  Sensors (Basel)       Date:  2020-05-17       Impact factor: 3.576

7.  An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis.

Authors:  Jacob Renzo Bauer; Jean-Baptiste Thomas; Jon Yngve Hardeberg; Rudolf M Verdaasdonk
Journal:  Sensors (Basel)       Date:  2019-11-05       Impact factor: 3.576

8.  Spectral Characterization of a Prototype SFA Camera for Joint Visible and NIR Acquisition.

Authors:  Jean-Baptiste Thomas; Pierre-Jean Lapray; Pierre Gouton; Cédric Clerc
Journal:  Sensors (Basel)       Date:  2016-06-28       Impact factor: 3.576

9.  Adaptive Residual Interpolation for Color and Multispectral Image Demosaicking.

Authors:  Yusuke Monno; Daisuke Kiku; Masayuki Tanaka; Masatoshi Okutomi
Journal:  Sensors (Basel)       Date:  2017-12-01       Impact factor: 3.576

10.  Survey of Demosaicking Methods for Polarization Filter Array Images.

Authors:  Sofiane Mihoubi; Pierre-Jean Lapray; Laurent Bigué
Journal:  Sensors (Basel)       Date:  2018-10-30       Impact factor: 3.576

  10 in total

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