Multiframe-Based High Dynamic Range Monocular Vision System for Advanced Driver Assistance Systems

被引:23
作者
Li, You [1 ]
Qiao, Yongliang [2 ]
Ruichek, Yassine [2 ]
机构
[1] CNRS, Lab Informat Signaux & Syst Sophia Antipolis, F-06900 Sophia Antipolis, France
[2] Univ Technol Belfort Montbeliard, Res Inst Transportat Energy & Soc, Syst & Transportat Lab, F-90010 Belfort, France
关键词
Intelligent vehicle; computer vision system; high dynamic range; sensors; CAMERA;
D O I
10.1109/JSEN.2015.2441653
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a monocular multiframe high dynamic range (HDR) monocular vision system to improve the imaging quality of traditional CMOS/chargecoupled device (CCD)-based vision system for advanced driver assistance systems (ADASs). Conventional CMOS/CCD image sensors are confined to limited dynamic range that it impairs the imaging quality under undesirable environments for ADAS (e.g., strong contrast of bright and darkness, strong sunlight, headlights at night, and so on). Contrary to current HDR video solutions relying on expensive specially designed sensors, we implement a multiframe HDR algorithm to enable one common CMOS/CCD sensor capturing HDR video. Key parts of the realized HDR vision system are: 1) circular exposure control; 2) latent image calculation; and 3) exposure fusion. We have successfully realized a prototype of monocular HDR vision system and mounted it on our SetCar platform. The effectiveness of this technique is demonstrated by our experimental results, while its bottleneck is the processing time. By exploring the capability of the proposed method in the future, a low-cost HDR vision system can be achieved for ADAS.
引用
收藏
页码:5433 / 5441
页数:9
相关论文
共 19 条
[1]  
[Anonymous], THESIS ECOLE POLYTEC
[2]  
[Anonymous], HIGH DYNAMIC RANGE V
[3]  
[Anonymous], 2010, LECT NOTES COMPUT SC
[4]  
[Anonymous], 2005, AR HO IN TR SYST LIB
[5]  
[Anonymous], P IEEE C COMP VIS PA
[6]   High dynamic range video reconstruction from a stereo camera setup [J].
Baetz, Michel ;
Richter, Thomas ;
Garbas, Jens-Uwe ;
Papst, Anton ;
Seiler, Juergen ;
Kaup, Andre .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2014, 29 (02) :191-202
[7]  
Banterle F, 2011, ADVANCED HIGH DYNAMIC RANGE IMAGING: THEORY AND PRACTICE, P1
[8]  
Broggi A, 2013, IEEE INT C INTELL TR, P887, DOI 10.1109/ITSC.2013.6728344
[9]  
Debevec P. E., 1997, Computer Graphics Proceedings, SIGGRAPH 97, P369, DOI 10.1145/258734.258884
[10]   Determining the camera response from images: What is knowable? [J].
Grossberg, MD ;
Nayar, SK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (11) :1455-1467