Scalable learning for object detection with GPU hardware

2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2009

Volumn , Issue , 2009, Pages 4287-4293

  Coates, Adam ^a   Baumstarck, Paul ^a   Le, Quoc ^a   Ng, Andrew Y ^a  

^a Stanford University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX ALGORITHMS; COMPUTATIONAL POWER; GRAPHICS PROCESSING UNIT; INDOOR ENVIRONMENT; LARGE DATASETS; MULTIPLE OBJECTS; OBJECT DETECTION; OBJECT DETECTION SYSTEMS; OFF-THE-SHELF HARDWARES; SOFTWARE VERSIONS; UPWARD TREND;

COMPUTER GRAPHICS EQUIPMENT; INTELLIGENT ROBOTS; PROGRAM PROCESSORS; ROBOTICS;

DETECTORS;

EID: 76249103260     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IROS.2009.5354084     Document Type: Conference Paper

References (21)

1. M. Quigley, S. Batra, S. Gould, E. Klingbeil, Q. V. Le, A. Wellman, and A. Y. Ng, "High-accuracy 3d sensing for mobile manipulation: Improving object detection and door opening," in IEEE International Conference on Robotics and Automation, 2009.
2. G. E. Moore, "Cramming more components onto integrated circuits," Electronics, vol. 38, no. 8, April 1965.
3. I. E. Sutherland, R. F. Sproull, and R. A. Schumacker, "A characterization of ten hidden-surface algorithms," Computing Surveys, vol. 6, no. 1, March 1974.
4. A. Torralba, R. Fergus, and Y. Weiss, "Small codes and large image databases for recognition," in CVPR 2008, June 2008.
5. A. Torralba, R. Fergus, and W. Freeman, "80 million tiny images: a large dataset for non-parametric object and scene recognition," in PAMI, 2007.
6. D. Nister and H. Stewenius, "Scalable recognition with a vocabulary tree," in CVPR, 2006, pp. 2161-2168.
7. M. Banko and E. Brill, "Scaling to very very large corpora for natural language disambiguation," in 39th Annual Meeting on Association for Computational Linguistics, 2001.
8. P. Viola and M. Jones, "Robust real-time object detection," IJCV, 2001.
9. A. Torralba, K. Murphy, and W. Freeman, "Sharing visual features for multiclass and multiview object detection," PAMI, 2007.
10. Y. Luo and R. Duraiswami, "Canny edge detection on nvidia cuda," Computer Vision and Pattern Recognition Workshops, pp. 1-8, June 2008.
11. S. Heymann, K. Mller, A. Smolic, B. Frhlich, and T. Wiegand, "Sift implementation and optimization for general-purpose gpu," in 15th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, 2007.
12. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman, "The PASCAL Visual Object Classes Challenge 2008 (VOC2008) Results," http://www.pascal-network.org/challenges/VOC/voc2008/workshop/index.html.
13. Y. Lecun, F. J. Huang, and L. Bottou, "Learning methods for generic object recognition with invariance to pose and lighting," in CVPR, 2004.
14. S. Gould, P. Baumstarck, M. Quigley, A. Y. Ng, and D. Koller, "Integrating visual and range data for robotic object detection," in ECCV Workshop on Multi-camera and Multi-modal Sensor Fusion Algorithms and Applications (M2SFA2), 2008.
15. N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection," in CVPR, 2005.
16. H. A. Rowley, S. Baluja, and T. Kanade, "Human face detection in visual scenes," in Advances in Neural Information Processing Systems, 1995.
17. V. Ferrari, L. Fevrier, F. Jurie, and C. Schmid, "Groups of adjacent contour segments for object detection," IEEE Trans. Pattern Analysis and Machine Intelligence, 2008.
18. J. Friedman, T. Hastie, and R. Tibshirani, "Additive logistic regression: a statistical view of boosting," Dept. of Statistics, Stanford University, Tech. Rep., 1998.
19. L. Breiman, J. Friedman, R. Olshen, and C. Stone, Classification and Regression Trees. Monterey, CA: Wadsworth and Brooks, 1984.
20. K. Alsabti, S. Ranka, and V. Singh, "CLOUDS: A decision tree classifier for large datasets," in 4th Intl. Conf. on Knowledge Discovery and Data Mining, 1998.
21. nVidia CUDA Programming Guide, NVIDIA Corporation, 2701 San Tomas Expressway, Santa Clara, CA 95050. [Online]. Available: http://developer. download.nvidia.com/