© The Institution of Engineering and Technology
In this study, a new omni-directional vision system is presented for localisation and wide field of view (FOV) mapping of the environment. The vision system includes two charge coupled device (CCD) cameras fitted in front of two rectilinear mirrors to sense the environment in a stereo manner. In order to obtain the points representing the obstacles in the environment, a dot-matrix laser pattern created by a fibre grating device (FGD) was used. With the help of the developed mathematical and error estimation models, the distances between the points on the objects and the vision system were determined; and by using synthetic data, the effects of noise on the error rates were analysed. Although the error rates of X-, Y- and Z-axis were increased according to the distance between the obstacle and the vision system for the same horizontal/vertical plane, the errors for X (range) and Z (height) were decreased with the increasing distance between the vision system and horizontal/vertical planes for real world. The main reasons of errors were the size and location of the laser points, reflection errors on the mirrors, sensitivity of the refractive lenses, alignment of the mirror–camera pairs and limitation of the image resolution.
References
-
-
1)
-
Correa, F.R., Guizilini, V.C., Junior, J.O.: `Omnidirectional stereovision system with two-lobe hyperbolic mirror for robot navigation', ABCM Symp. Ser. Mechatronics, 2006, 2, p. 653–660.
-
2)
-
Su, L., Luo, C., Zhu, F.: `Obtaining obstacle information by an omnidirectional stereo vision system', IEEE Int. Conf. on Information Acquisition, 2006, p. 48–52.
-
3)
-
Nayar, S.: `Catadioptric omnidirectional camera', Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 1997, p. 482–488.
-
4)
-
Gluckman, J., Nayar, S.K.: `Planar catadioptric stereo: geometry and calibration', IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, 1999, 1.
-
5)
-
S. Baker ,
S. Nayar
.
A theory of single-viewpoint catadioptric image formation.
Int. J. Comput. Vis.
,
2 ,
1 -
22
-
6)
-
T. McInerney ,
D. Terzopoluos
.
Deformable models in medical image analysis: a survey.
Med. Image Anal.
,
2 ,
91 -
108
-
7)
-
R. Hartley
.
(2003)
Multiple view geometry in computer vision.
-
8)
-
Z. Zhang
.
Determining epipolar geometry and its uncertainty: a review.
Int. J. Comput. Vis.
,
2 ,
161 -
195
-
9)
-
Dellaert, F., Seitz, S.M., Thorpe, C.E., Thrun, S.: `Structure from motion without correspondence', Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2000, 2, p. 557–564.
-
10)
-
J.P. Siebert ,
S.J. Marshall
.
Human body 3D imaging by speckle texture projection photogrammetry.
Sens. Rev.
,
3 ,
218 -
226
-
11)
-
T.C.S. Azevedo ,
J.M.R.S. Tavares ,
M.A.P. Vaz
.
Three-dimensional reconstruction and characterization of human external shapes from two-dimensional images using volumetric methods.
Comput. Methods Biomech. Biomed. Eng.
,
3 ,
359 -
369
-
12)
-
T.C.S. Azevedo ,
J.M.R.S. Tavares ,
M.A.P. Vaz
.
3D object reconstruction from uncalibrated images using an off-the-shelf camera.
Adv. Comput. Vis. Med. Image Process. Methods Appl. Sci.
,
117 -
136
-
13)
-
Gasparri, A., Panzieri, S., Pascucci, F., Ulivi, G.: `A hybrid active global localisation algorithm for mobile robots', IEEE Int. Conf. on Robotics and Automation, April 2007, p. 3148–3153.
-
14)
-
Duan, Z., Cai, Z.: `Robust simultaneous localization and mapping based on laser range finder with improved adaptive particle filter', Control and Decision Conf., (CCDC), July 2008, p. 2820–2824.
-
15)
-
D.J. Kriegman ,
E. Triend ,
T.O. Binford
.
Stereo vision and navigation in buildings for mobile robots.
IEEE Trans. Robot. Autom.
,
792 -
803
-
16)
-
Chang, Y., Kuwabara, H., Yamamoto, Y.: `Novel application of a laser range finder with vision system for wheeled mobile robot', IEEE/ASME Int. Conf. on Advanced Intelligent Mechatronics, July 2008, p. 280–285.
-
17)
-
Wang, J.H., Hsiao, C.P.: `Stereo matching by neural network that uses Sobel feature data', IEEE Int. Conf. on Neural Networks, 1996, 3, p. 1801–1806.
-
18)
-
Nene, S.A., Nayar, S.K.: `Stereo with mirrors', Proc. Sixth Int. Conf. on Computer Vision, January 1998, p. 1087–1094.
-
19)
-
Gluckman, J., Nayar, S.K.: `Rectified catadioptric stereo sensors', Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2000, 2, p. 380–387.
-
20)
-
Southwell, D., Basu, A., Fiala, M., Reyda, J.: `Panoramic stereo', Proc. Int. Conf. on Pattern Recognition, 1996, 1, p. 378–382.
-
21)
-
O. Faugeras
.
(1999)
Three-dimensional computer vision: a geometric viewpoint.
-
22)
-
Orghidan, R., Mouaddib, E.M., Salvi, J.: `Omnidirectional depth computation from a single image', Proc. 2005 IEEE Int. Conf. on Robotics and Automation, 2005, p. 1222–1227.
-
23)
-
R. Orghidan ,
E.M. Mouaddib ,
J. Salvi ,
J.J. Serrano
.
Catadioptric single-shot rangefinder for textured map building in robot navigation.
IET Comput. Vis.
,
2 ,
43 -
53
-
24)
-
Svoboda, T., Pajdla, T., Hlavac, V.: `Epipolar geometry for panoramic cameras', Fifth European Conf. on Computer Vision, 1998, p. 218–232.
-
25)
-
Yamaguchi, J., Nakajima, M.: `A 3D shape identification system using a fiber grating vision sensor', Proc. IEEE Conf. of Industrial Electronics, Control and Instrumentation (IECON '90), 1990, 1, p. 507–511.
-
26)
-
M.K. Habib
.
Fiber-grating-based vision system for real-time tracking, monitoring and obstacle detection.
IEEE Sens. J.
,
105 -
121
-
27)
-
Nakazawa, K., Suzuki, C.: `Development of 3-D robot vision sensor with fiber grating: fusion of 2-D intensity image and discrete range image', Proc. IEEE Conf. of Industrial Electronics, Control and Instrumentation (IECON '91), 1991, 3, p. 2368–2372.
-
28)
-
J. Kim ,
Y. Suga
.
An omnidirectional vision-based moving obstacle detection in mobile robot.
Int. J. Control Autom. Syst.
,
6 ,
663 -
673
-
29)
-
Tamagawa, K., Ogawa, K., Nakajima, M.: `Detection of respiratory movement during SPECT/PET data acquisition', IEEE Nuclear Science Symp. Conf. Record, 2002, 3, p. 1571–1574.
-
30)
-
G. Kweon ,
S. Hwang-bo ,
G. Kim ,
S. Yang ,
Y. Lee
.
Wide-angle catadioptric lens with a rectilinear projection scheme.
Appl. Opt.
,
34 ,
8659 -
8673
-
31)
-
Kweon, G., Kim, K., Choi, Y., Kim, G., Kim, H., Yang, S.: `A catadioptric double-panoramic lens with the equi-distance projection for a rangefinder application', Proc. SPIE, 2004, Bellingham, WA, 5613.
-
32)
-
R. Larson ,
R.P. Hostetler ,
B.H. Edwards
.
(1998)
Calculus.
-
33)
-
Unsal, E.: `Obtaining the three-dimensional structure of current environment by using fiber grating laser system', 2010, Thesis report of Master of Science, Graduate School of Natural and Applied Sciences of Dokuz Eylul University.
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