Adaptive colour classification for structured light systems

被引:35
作者
Fechteler, P. [1 ]
Eisert, P. [1 ]
机构
[1] Fraunhofer Inst Telecommun Heinrich Hertz Inst, Image Proc Dept, D-10587 Berlin, Germany
关键词
PATTERN;
D O I
10.1049/iet-cvi.2008.0058
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The authors present an adaptive colour classification method as well as specialised low-level image processing algorithms. With this approach the authors achieve high-quality 3D reconstructions with a single-shot structured light system without the need of dark laboratory environments. The main focus of the presented work lies in the enhancement of the robustness with respect to environment illumination, colour cross-talk, reflectance characteristics of the scanned face etc. For this purpose the colour classification is made adaptive to the characteristics of the captured image to compensate for such distortions. Further improvements are concerned with enhancing the quality of the resulting 3D models. Therefore the authors replace the typical general-purpose image preprocessing with specialised low-level algorithms performing on raw photo sensor data. The presented system is suitable for generating high-speed scans of moving objects because it relies only on one captured image. Furthermore, due to the adaptive nature of the used colour classifier, it generates high-quality 3D models even under perturbing light conditions.
引用
收藏
页码:49 / 59
页数:11
相关论文
共 32 条
[11]  
FREDRICKSEN H, 1970, J COMBINATORIAL THEO, V9, P509
[12]  
GOLDMAN R, 1990, INTERSECTION 2 LINES, P304
[13]  
Je C, 2004, LECT NOTES COMPUT SC, V3021, P95
[14]  
Koninckx TP, 2005, PROC CVPR IEEE, P611
[15]   A graph cut based adaptive structured light approach for real-time range acquisition [J].
Koninckx, TP ;
Geys, I ;
Jaeggli, T ;
Van Gool, L .
2ND INTERNATIONAL SYMPOSIUM ON 3D DATA PROCESSING, VISUALIZATION, AND TRANSMISSION, PROCEEDINGS, 2004, :413-421
[16]  
Köthe U, 2003, LECT NOTES COMPUT SC, V2781, P25
[17]  
MacQueen J., 1967, 5 BERK S MATH STAT P, P281, DOI DOI 10.1007/S11665-016-2173-6
[18]  
MONKS TP, 1992, IEE CONF PUBL, V354, P327
[19]  
Narasimhan SG, 2005, IEEE I CONF COMP VIS, P420
[20]   Fast separation of direct and global components of a scene using high frequency illumination [J].
Nayar, Shree K. ;
Krishnan, Gurunandan ;
Grossberg, Michael D. ;
Raskar, Ramesh .
ACM TRANSACTIONS ON GRAPHICS, 2006, 25 (03) :935-944