Monocular car viewpoint estimation with circular regression forests

IEEE Intelligent Vehicles Symposium, Proceedings

Volumn , Issue , 2013, Pages 403-410

  Herdtweck, Christian ^a   Curio, Cristobal ^a  

^a MAX PLANCK INSTITUTE FOR BIOLOGICAL CYBERNETICS   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CONTINUOUS STRUCTURES; EGO-MOTION; ESTIMATION APPROACHES; GROUND POINT; HIGH-DIMENSIONAL; OBJECT DETECTORS; PARTICLE FILTERING; REGRESSION FORESTS;

BENCHMARKING; DATA PROCESSING; DECISION TREES; FORESTRY; INTELLIGENT VEHICLE HIGHWAY SYSTEMS;

ESTIMATION;

DATA PROCESSING; FORESTRY;

EID: 84892404535     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IVS.2013.6629502     Document Type: Conference Paper

References (21)

1. A. Barth, J. Siegemund, U. Franke, and W. Forstner, "Simultaneous estimation of pose and motion at highly dynamic turn maneuvers," in Proc. of the 31st DAGM Symposium on Pattern Recognition. Springer-Verlag, 2009, pp. 262-271.
2. J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, and A. Blake, "Real-time human pose recognition in parts from single depth images," in CVPR, 2011, pp. 1297-1304.
3. G. Fanelli, J. Gall, and L. Van Gool, "Real time head pose estimation with random regression forests," in CVPR, 2011, pp. 617-624.
4. M. Dantone, J. Gall, G. Fanelli, and L. V. Gool, "Real-time facial feature detection using conditional regression forests," in CVPR, 2012.
5. P. F. Felzenszwalb, R. B. Girshick, D. McAllester, and D. Ramanan, "Object detection with discriminatively trained part-based models." IEEE PAMI, vol. 32, no. 9, pp. 1627-45, 2010.
6. B. Barrois, S. Hristova, C. Wohler, F. Kummert, and C. Hermes, "3d pose estimation of vehicles using a stereo camera," in IV, 2009, pp. 267-272.
7. M. Torki and A. Elgammal, "Putting local features on a manifold," in CVPR, 2010, pp. 1743-1750.
8. M. Sun, H. Su, S. Savarese, and L. Fei-Fei, "A multi-view probabilistic model for 3d object classes," in CVPR, 2009, pp. 1247-1254.
9. B. Pepik, M. Stark, P. Gehler, and B. Schiele, "Teaching 3d geometry to deformable part models," in CVPR, 2012, pp. 3362-3369.
10. D. Glasner, M. Galun, S. Alpert, R. Basri, and G. Shakhnarovich, "Viewpoint-aware object detection and continuous pose estimation," Image and Vision Computing, 2012.
11. J. Gall and V. Lempitsky, "Class-specific hough forests for object detection," in CVPR, 2009, pp. 1022-1029.
12. J. Gall, A. Yao, N. Razavi, L. Van Gool, and V. Lempitsky, "Hough forests for object detection, tracking, and action recognition," IEEE PAMI, vol. 33, no. 11, pp. 2188-202, 2011.
13. A. Criminisi, J. Shotton, D. Robertson, and E. Konukoglu, "Regression Forests for Efficient Anatomy Detection and Localization in CT Studies," in Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging, ser. Lecture Notes in Computer Science, B. Menze, G. Langs, Z. Tu, and A. Criminisi, Eds. Springer Berlin / Heidelberg, 2011, vol. 6533, pp. 106-117.
14. F. Zhang, E. R. Hancock, C. Goodlett, and G. Gerig, "Probabilistic white matter fiber tracking using particle filtering and von mises-fisher sampling," Medical Image Analysis, vol. 13, no. 1, pp. 5-18, 2009.
15. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman, "The PASCAL Visual Object Classes Challenge 2007 (VOC2007) Results," http: //www.pascalnetwork. org/challenges/VOC/voc2007/workshop/index.html.
16. N. I. Fisher, Statistical analysis of circular data. Cambridge University Press, 2000.
17. A. Geiger, P. Lenz, and R. Urtasun, "Are we ready for autonomous driving? the kitti vision benchmark suite," in CVPR, 2012.
18. F. Perez and B. E. Granger, "IPython: a System for Interactive Scientific Computing," Comput. Sci. Eng., vol. 9, no. 3, pp. 21-29, 2007.
19. C. Herdtweck and C. Curio, "Experts of probabilistic flow subspaces for robust monocular odometry in urban areas," in IV, 2012, pp. 661-667.
20. A. Doucet, N. de Freitas, and N. Gordon, Eds., Sequential Monte Carlo Methods in Practice. Springer, 2001.
21. Y. Bar-Shalom and T. E. Fortmann, Tracking and Data Assocation. Academic Press, 1988.