Reflectance spectra reconstruction from trichromatic camera based on kernel partial least square method

被引：19

作者：

Xiao, Gensheng ^{[1
,2
]}

Wan, Xiaoxia ^{[1
,3
]}

Wang, Lixia ^{[1
]}

Liu, Shiwei ^{[2
]}

机构：

[1] Wuhan Univ, Sch Printing & Packaging, Wuhan 430079, Peoples R China

[2] Henan Univ Anim Husb & Econ, Sch Packaging & Printing Engn, Zhengzhou 450011, Peoples R China

[3] Hubei Prov Engn Tech Ctr Digitizat & Virtual Repr, Wuhan 430079, Peoples R China

来源：

OPTICS EXPRESS | 2019年 / 27卷 / 24期

基金：

中国国家自然科学基金;

关键词：

LINEAR-MODELS; RECOGNITION; SELECTION; RECOVERY; SYSTEM;

D O I：

10.1364/OE.27.034921

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

A novel spectral reflectance reconstruction method based on kernel partial least square (KPLS) regression is proposed. The proposed method integrates the partial least square algorithm and kernel function to estimate the reflectance spectra from 9-channel multispectral imaging system using commercial trichromatic camera. The performance of the proposed method is demonstrated in comparison with the existing methods using simulated and real camera responses from Munsell Matte color and IT8.7/3 dataset. The experimental results show that the proposed method is superior or at least equivalent to its counterparts and satisfactory enough for color management purpose. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement

引用

页码：34921 / 34936

页数：16

共 29 条

[1] Reconstruction of reflectance spectra using weighted principal component analysis [J].

Agahian, Farnaz ;

Arnirshahi, Seyed Ali ;

Amirshahi, Seyed Hossein .

COLOR RESEARCH AND APPLICATION, 2008, 33 (05) :360-371

[2] A Hybrid of Weighted Regression and Linear Models for Extraction of Reflectance Spectra from CIEXYZ Tristimulus Values [J].

Amiri, Morteza Maali ;

Amirshahi, Seyed Hossein .

OPTICAL REVIEW, 2014, 21 (06) :816-825

[3] A data set for color research [J].

Barnard, K ;

Martin, K ;

Funt, B ;

Coath, A .

COLOR RESEARCH AND APPLICATION, 2002, 27 (03) :147-151

[4]

Cawley GC, 2010, J MACH LEARN RES, V11, P2079

[5] Spectral recovery using polynomial models [J].

Connah, D ;

Hardeberg, JY .

COLOR IMAGING X: PROCESSING, HARDCOPY, AND APPLICATIONS, 2005, :65-75

[6] MULTISPECTRAL IMAGING IN CULTURAL HERITAGE CONSERVATION [J].

Del Pozo, S. ;

Rodriguez-Gonzalvez, P. ;

Sanchez-Aparicio, L. J. ;

Munoz-Nieto, A. ;

Hernandez-Lopez, D. ;

Felipe-Garcia, B. ;

Gonzalez-Aguilera, D. .

ICOMOS/ISPRS INTERNATIONAL SCIENTIFIC COMMITTEE ON HERITAGE DOCUMENTATION (CIPA) 26TH INTERNATIONAL CIPA SYMPOSIUM - DIGITAL WORKFLOWS FOR HERITAGE CONSERVATION, 2017, 42-2 (W5) :155-162

[7] Comparative Performance of Ground vs. Aerially Assessed RGB and Multispectral Indices for Early-Growth Evaluation of Maize Performance under Phosphorus Fertilization [J].

Gracia-Romero, Adrian ;

Kefauver, Shawn C. ;

Vergara-Diaz, Omar ;

Zaman-Allah, Mainassara A. ;

Prasanna, Boddupalli M. ;

Cairns, Jill E. ;

Araus, Jose L. .

FRONTIERS IN PLANT SCIENCE, 2017, 8

[8] System design for accurately estimating the spectral reflectance of art paintings [J].

Haneishi, H ;

Hasegawa, T ;

Hosoi, A ;

Yokoyama, Y ;

Tsumura, N ;

Miyake, Y .

APPLIED OPTICS, 2000, 39 (35) :6621-6632

[9] Spectral vision system for measuring color images [J].

Hauta-Kasari, H ;

Miyazawa, K ;

Toyooka, S ;

Parkkinen, T .

JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1999, 16 (10) :2352-2362

[10] Regularized learning framework in the estimation of reflectance spectra from camera responses [J].

Heikkinen, Ville ;

Jetsu, Tuija ;

Parkkinen, Jussi ;

Hauta-Kasari, Markku ;

Jaaskelainen, Timo ;

Lee, Seong Deok .

JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2007, 24 (09) :2673-2683

← 1 2 3 →