Parking assistance using dense motion-stereo: Real-time parking slot detection, collision warning and augmented parking

Machine Vision and Applications

Volumn 25, Issue 3, 2014, Pages 561-581

  Unger, Christian ^a   Wahl, Eric ^a   Ilic, Slobodan ^b  

^a BMW GROUP   (Germany)

^b TECHNICAL UNIVERSITY OF MUNICH   (Germany)

Author keywords

Advanced driver assistance; Augmented parking; Collision detection; Dense motion stereo; Image based rendering; Parking space detection

Indexed keywords

AUTOMOBILE DRIVERS; IMAGE RECONSTRUCTION; SENSORS;

ADVANCED DRIVER ASSISTANCES; COLLISION DETECTION; DENSE MOTION-STEREO; IMAGE-BASED RENDERING; PARKING SPACE DETECTIONS;

ULTRASONIC APPLICATIONS;

EID: 84899072720     PISSN: 09328092     EISSN: 14321769     Source Type: Journal    
DOI: 10.1007/s00138-011-0385-1     Document Type: Article

References (42)

1. Barron J.L.; Fleet D.J.; Beauchemin S.S.: Performance of optical flow techniques. Int. J. Comput. Vis. 12(1), 43-77 (1994)
2. Brunton, A.; Shu, C.; Roth, G.: Belief propagation on the gpu for stereo vision. In: Canadian Conference on Computer and Robot Vision, pp. 76-81 (2006)
3. Devernay F.; Faugeras O.D.: Straight lines have to be straight. Mach. Vis. Appl. 13(1), 14-24 (2001)
4. Faugeras, O.; Hotz, B.; Mathieu, H.; Viéville, T.; Zhang, Z.; Fua, P.; Théron, E.; Moll, L.; Berry, G.; Vuillemin, J.; Bertin, P.; Proy, C.: Real time correlation-based stereo: algorithm, implementations and applications. Tech. Rep. RR-2013, INRIA (1993)
5. Felzenszwalb, P.F.; Huttenlocher, D.P.: Efficient belief propagation for early vision. In: CVPR (2004)
6. Fintzel, K.; Bendahan, R.; Bougnoux, S.: 3d parking assistant system. In: Proceedings of IEEE Intelligent Vehicles Symposium, pp. 881-886 (2004)
7. Hirschmüller, H.: Accurate and efficient stereo processing by semi-global matching and mutual information. In: CVPR, pp. 807-814 (2005)
8. Hirschmüller H.; Innocent P.R.; Garibaldi J.: Real-time correlation-based stereo vision with reduced border errors. Int. J. Comput. Vis. 47(1-3), 229-246 (2002)
9. Jung, H.G.; Kim, D.S.; Yoon, P.J.: Parking slot markings recognition for automatic parking assist system. In: Proceedings of IEEE Intelligent Vehicles Symposium, pp. 106-113 (2006)
10. Jung, H.G.; Kim, D.S.; Yoon, P.J.; Kim, J.: Light stripe projection based parking space detection for intelligent parking assist system. In: Proceedings of IEEE Intelligent Vehicle Symposium (2007)
11. Kämpchen, N.; Franke, U.; Ott, R.: Stereo vision based pose estimation of parking lots using 3d vehicle models. In: Proceedings of IEEE Intelligent Vehicle Symposium (2002)
12. Klappstein, J.; Stein, F.; Franke, U.: Monocular motion detection using spatial constraints in a unified manner. In: Proceedings of IEEE Intelligent Vehicle Symposium, pp. 261-267 (2006)
13. Kolmogorov, V.; Zabih, R.: Computing visual correspondence with occlusions using graph cuts. In: ICCV, pp. 508-515 (2001)
14. Lu Y.; Zhang J.Z.; Wu Q.M.J.; Li Z.N.: A survey of motion-parallax-based 3-d reconstruction algorithms. IEEE Trans. Syst. Man Cybern. C Appl. Rev. 34(4), 532-548 (2004)
15. Merrell, P.; Akbarzadeh, A.; Wang, L.; Frahm, J.M.; Yang, R.; Nistér, D.: Real-time visibility-based fusion of depth maps. In: ICCV, pp. 1-8 (2007)
16. Mühlmann K.; Maier D.; Hesser J.; Männer R.: Calculating dense disparity maps from color stereo images, an efficient implementation. Int. J. Comput. Vis. 47(1-3), 79-88 (2002)
17. Nistér, D.: Frame decimation for structure and motion. In: 3D Structure from Images-SMILE 2000, LNCS, pp. 17-34. Springer, Berlin (2001)
18. Park, W.J.; Kim, B.S.; Seo, D.E.; Kim, D.S.; Lee, K.H.: Parking space detection using ultrasonic sensor in parking assistance system. In: Proceedings of IEEE Intelligent Vehicle Symposium, pp. 1039-1044 (2008)
19. Pohl J.; Sethsson M.; Degerman P.; Larsson J.: A semi-automated parallel parking system for passenger cars. Proc. Inst. Mech. Eng. Part D J. Automob. Eng. 220, 53-65 (2006)
20. Pruckner, A.; Gensler, F.; Meitinger, K.H.; Gräf, H.; Spannheimer, H.; Gresser, K.: Der parkassistent - ein weiteres innovatives fahrerassistenzsystem zum thema connecteddrive aus der bmw-fahrzeugforschung. In: Braunschweiger Symposium (2003)
21. Rosenberg, I.D.; Davidson, P.L.; Muller, C.M.R.; Han, J.Y.: Real-time stereo vision using semi-global matching on programmable graphics hardware. In: SIGGRAPH 2006 Sketches (2006)
22. Schanz, A.: Fahrerassistenz zum automatischen Parken. No. 607 in 12. VDI Verlag (2005)
23. Scharstein D.; Szeliski R.; Zabih R.: A taxonomy and evaluation of dense two-frame stereo correspondence algorithms. Int. J. Comput. Vis. 47, 7-42 (2002)
24. Scheunert, U.; Fardi, B.; Mattern, N.; Wanielik, G.; Keppeler, N.: Free space determination for parking slots using a 3d pmd sensor. In: Proceedings of IEEE Intelligent Vehicle Symposium, pp. 154-159 (2007)
25. Song, K.T.; Chen, H.Y.: Lateral driving assistance using optical flow and scene analysis. In: Proceedings of IEEE Intelligent Vehicle Symposium, pp. 624-629 (2007)
26. Stahl, W.; Hoetzel, J.: Parktronic-system (pts), aktueller stand und ausblick. Tech. Rep. 1287, VDI-Berichte (1996)
27. Suhr, J.K.; Bae, K.; Kim, J.; Jung, H.G.: Free parking space detection using optical flow-based euclidean 3d reconstruction. In: MVA, pp. 563-566 (2007)
28. Suhr J.K.; Jung H.G.; Bae K.; Kim J.: Automatic free parking space detection by using motion stereo-based 3d reconstruction. Mach. Vis. Appl. 21(2), 163-176 (2010)
29. Torr P.H.S.; Murray D.W.: The development and comparison of robust methods for estimating the fundamental matrix. Int. J. Comput. Vis. 24, 271-300 (1997)
30. Unger, C.; Benhimane, S.; Wahl, E.; Navab, N.: Efficient disparity computation without maximum disparity for real-time stereo vision. In: BMVC (2009)
31. Unger, C.; Wahl, E.; Ilic, S.: Efficient stereo matching for moving cameras and decalibrated rigs. Intell. Veh. 417-422 (2011)
32. Unger, C.; Wahl, E.; Sturm, P.; Ilic, S.: Probabilistic disparity fusion for real-time motion-stereo. Tech. rep.; Technische Universität München (2010). http://campar.in.tum.de/Main/ChristianUnger
33. Vestri, C.; Bougnoux, S.; Bendahan, R.; Fintzel, K.; Wybo, S.; Abad, F.; Kakinami, T.: Evaluation of a vision-based parking assistance system. In: Proceedings of IEEE Intelligent Vehicle Symposium, pp. 131-135 (2005)
34. Wahl, E.; Oszwald, F.; Ruß, A.; Zeller, A.; Rossberg, D.: Evaluation of automotive vision systems: Innovations in the development of video-based adas. In: FISITA World Automotive Congress (2008)
35. Wahl, E.; Strobel, T.; Ruß, A.; Rossberg, D.; Therburg, R.D.: Realisierung eines parkassistenten basierend auf motion-stereo. In: 16. Aachener Kolloquium (2007)
36. Wahl, E.; Therburg, R.D.: Developing a motion-stereo parking assistant at bmw. MATLAB Digest (2008)
37. Wahl, E.; Zeitler, W.: Video-based driver assistance systems put to test: Comparison - evaluation - series production. In: 13th International Conference: Electronic Systems for Vehicles (2007)
38. Wang, L.; Liao, M.; Gong, M.; Yang, R.; Nister, D.: High-quality real-time stereo using adaptive cost aggregation and dynamic programming. In: Proc. Int. Symp. 3D Data Proc.; Vis.; and Transm. (3DPVT), pp. 798-805 (2006)
39. Xu, J.; Chen, G.; Xie, M.: Vision-guided automatic parking for smart car. In: Proceedings of IEEE Intelligent Vehicles Symposium, pp. 725-730 (2000)
40. Zach, C.: Fast and high quality fusion of depth maps. In: 3DPVT (2008)
41. Zhang, G.; Jia, J.; Wong, T.T.; Bao, H.: Recovering consistent video depth maps via bundle optimization. In: CVPR, pp. 1-8 (2008)
42. Zhang Z.: A flexible new technique for camera calibration. IEEE Trans. Pattern Anal. Mach. Intell. 22, 1330-1334 (2000)