激光与光电子学进展, 2013, 50 (10): 101103, 网络出版: 2013-08-27  

基于单目视觉激光成像的水下圆目标三维位姿检测

Position-Pose Estimationfor Underwater Circular Objects Based on Monocular Laser Imaging
作者单位
1 湖北第二师范学院计算机学院, 湖北 武汉 430205
2 华中科技大学光电子科学与工程学院, 湖北 武汉 430074
摘要
为了探索海洋资源,必须对水下目标进行精确定位。提出了一种利用单目视觉进行水下圆目标三维位姿检测的方法。该方法仅需要单摄像机拍摄的一幅水下图像,便能从中快速地识别出圆特征,并对水下光折射造成的图像畸变进行补偿,从而估计圆目标的三维方向和位置。实验表明,利用该方法对水下圆柱体目标的方向检测误差为1.33%,位置检测误差为4.37%;通过移动和重定位该圆柱物体,证实了该方法的稳定性。
Abstract
Localization of underwater objects is essential for exploring the vast ocean resources. We present a monocular-vision-based method for estimating three-dimensional (3D) position-pose of underwater circular features. Using a single camera image, underwater circular features are extracted. After that, the image distortion caused by the underwater environment is compensated, and both the orientation and position of the underwater circular features are estimated. Laboratory experiments demonstrate that the method is capable of estimating the 3D position-pose of a cylindrical object in clean water with the accuracy of orientation and position estimation of 1.33% and 4.37%, respectively. The stability of the method is also analyzed by moving and relocating the cylinder.
参考文献

[1] A Negre, C Pradalier, M Dunbabin. Robust vision-based underwater homing using self-similar landmarks[J]. J Field Robot, 2008, 25(6-7): 360-377.

[2] D Carevic. Automatic estimation of multiple target positions and velocities using passive TDOA measurements of transients[J]. IEEE Trans Signal Proces, 2007, 55(2): 424-436.

[3] D Lirman, N R Gracias, B E Gintert, et al.. Development and application of a video-mosaic survey technology to document the status of coral reef communities[J]. Environ Monit Assess, 2007, 125(1-3): 59-73.

[4] 柴敏, 余慧, 宋卫红, 等. 光学无线电测量信息融合定位方法[J]. 光学学报, 2012, 32(12): 1212002.

    Chai Min, Yu Hui, Song Weihong, et al.. Joint positioning method for data fusion of photo-electric theodolite and radar[J]. Acta Optica Sinica, 2012, 32(12): 1212002.

[5] 赵志龙, 吴谨, 李斐斐, 等. 条带模式合成孔径激光雷达振动目标成像的计算与仿真[J]. 光学学报, 2012, 32(8): 0828006.

    Zhao Zhilong, Wu Jin, Li Feifei, et al.. Calculations and simulations on vibrating targets imaging in strip-map mode synthetic aperture ladar[J]. Acta Optica Sinica, 2012, 32(8): 0828006.

[6] 吴方平, 章曦, 李配军, 等. 海洋激光雷达水下目标探测的蒙特卡罗仿真分析[J]. 激光与光电子学进展, 2012, 49(12): 121401.

    Wu Fangping, Zhang Xi, Li Peijun, et al.. Monte carlo simulation analysis of underwater target detection by oceanic lidar[J]. Laser & Optoelectronics Progress, 2012, 49(12): 121401.

[7] M R Arshad. Recent advancement in sensor technology for underwater applications[J]. Indian J Mar Sci, 2009, 38(3): 267-273.

[8] J A Catipovic. Performance limitations in underwater acoustic telemetry[J]. IEEE J Oceanic Engineering, 1990, 15(3): 205-216.

[9] 刘忠华, 李云梅, 檀静, 等. 基于光学闭合原理的太湖水体颗粒物后向散射特性模拟[J]. 光学学报, 2012, 32(7): 0701002.

    Liu Zhonghua, Li Yunmei, Tan Jing, et al.. Simulation of backscattering properties of particles in taihu lake based on optical closure principle[J]. Acta Optica Sinica, 2012, 32(7): 0701002.

[10] S Negahdaripour, P Firoozfam. An ROV stereovision system for ship-hull inspection[J]. IEEE J Oceanic Engineering, 2006, 31(3): 551-564.

[11] 晁志超, 伏思华, 姜广文, 等. 单目摄像机激光测距传感器位姿测量系统[J]. 光学学报, 2011, 31(3): 0312001.

    Chao Zhichao, Fu Sihua, Jiang Guangwen, et al.. Mono camera and laser rangefinding sensor position-pose measurement system[J]. Acta Optica Sinica, 2011, 31(3): 0312001.

[12] J Lu, S Wu, Y Shi. Algorithm for automatic 3-D scanned bullet identification based on the principle of human vision[J]. Applied Mechanics and Materials, 2010, 29-32: 2585-2590.

[13] E Menegatti, A Pretto, A Scarpa, et al.. Omnidirectional vision scan matching for robot localization in dynamic environments[J]. IEEE Trans Robotics, 2006, 22(3): 523-535.

[14] J Lu, Y Shi, S Wu, et al.. Monocular vision-based sensor for autonomous mobile robot localization by circular markers[J]. Przeglad Elektrotechniczny, 2013, 89(1b): 131-133.

[15] L Meier, P Tanskanen, L Heng, et al.. PIXHAWK: a micro aerial vehicle design for autonomous flight using onboard computer vision[J]. Autonomous Robots, 2012, 33(1-2): 21-39.

[16] 何森, 侯宏录, 王尧. 基于特征圆单目视觉的飞机舵面角位移标定技术[J]. 光学技术, 2006, 32(4): 524-526.

    He Sen, Hou Honglu, Wang Yao. The calibration technology of the angular rotation of airplane rudders based on characteristic circle in monocular vision[J]. Optical Technique, 2006, 32(4): 524-526.

[17] R Safaee-Rad, K C Smith, B Benhabib. Three-dimensional location estimation of circular features for machine vision[J]. IEEE Trans Robotic Autom, 1992, 8(5): 624-639.

[18] C J Wu, W H Tsai. Location estimation for indoor autonomous vehicle navigation by omni-directional vision using circular landmarks on ceilings[J]. Robotics and Autonomous Systems, 2009, 57(5): 546-555.

[19] J Lu, M Xia, K Yang. Experiments on 3-D localization of circular features by monocular vision[C]. Photonics and OptoElectronics Meetings (POEM), 2012.

[20] R J T Bell. An Elementary Treatise on Coordinated Geometry of Three Dimensions (3rd Edition)[M]. London: MacMillan. 1944.

[21] J Lu, M Xia, W Li, et al.. An improved bilinear interpolation algorithm using center coordinates of pixels[J]. Sensors & Transducers J, 2013, 19(1): 89-93.

[22] A Fitzgibbon, M Pilu, R B Fisher. Direct least square fitting of ellipses[J]. IEEE Trans Pattern Anal Machine Intell, 1999, 21(5): 476-490.

鲁静, 杨克成, 夏珉, 李微. 基于单目视觉激光成像的水下圆目标三维位姿检测[J]. 激光与光电子学进展, 2013, 50(10): 101103. Lu Jing, Yang Kecheng, Xia Min, Li Wei. Position-Pose Estimationfor Underwater Circular Objects Based on Monocular Laser Imaging[J]. Laser & Optoelectronics Progress, 2013, 50(10): 101103.

关于本站 Cookie 的使用提示

中国光学期刊网使用基于 cookie 的技术来更好地为您提供各项服务,点击此处了解我们的隐私策略。 如您需继续使用本网站,请您授权我们使用本地 cookie 来保存部分信息。
全站搜索
您最值得信赖的光电行业旗舰网络服务平台!