Learning statistical structure for object detection

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2756, Issue , 2003, Pages 434-441

  Schneiderman, Henry ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COST FUNCTIONS;

BAYES CLASSIFIER; CLASSIFICATION ERRORS; FALSE ALARM RATE; HIGH DETECTION RATE; HIGH DIMENSIONALITY; LOG LIKELIHOOD RATIO; STATISTICAL DEPENDENCIES; STATISTICAL STRUCTURES;

STATISTICS;

EID: 35248888993     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-45179-2_54     Document Type: Article

References (15)

1. Schneiderman, H., Kanade, T. "Object Detection using the Statistics of Parts." To appear in International Journal of Computer Vision. (2003)
2. Rowley, H.A., Baluja, S. and Kanade, T. Neural Network-Based Face Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(1):23-38. (1998)
3. Moghaddam, B.; Pentland, A. "Probabilistic visual learning for object representation." IEEE Transactions on Pattern Analysis and Machine Intelligence, 19:7, 696-710 (1997)
4. Heisele, B., T. Serre, M. Pontil and T. Poggio. "Component Based Face Detection." CVPR, 2001. (2001)
5. Viola P. and Jones M. Rapid Object Detection Using a Boosted Cascade of Simple Features. CVPR, 2001. (2001)
6. Kononenko, I. "Semi-Naïve Bayesian Classifier." Sixth European Working Session on Learning, pp. 206-219. (1991)
7. Domingos, P., Pazzani, M.. On the Optimality of the Simple Bayesian Classifier under Zero-One Loss. Machine Learning. 29:103-130 (1997)
8. Rokach, L. and Maimon, O. "Theory and Applications of Attribute Decomposition." IEEE International Conference on Data Mining, pp. 473-480. (2001)
9. Cooper, G. and Herskovits, E. "A Bayesian Method for the Induction of Probabilistic Networks from Data." Machine Learning. 9:303-347. (1992)
10. Sung, K-K., Poggio, T.. Example-Based Learning for View-Based Human Face Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(1):39-51. (1998)
11. Roth, D., Yang, M-H., Ahuja, N. A SNoW-Based Face Detector. NPPS-12. (1999)
12. Schneiderman, H. CMU Robotics Institute Tech Report. In Preparation.
13. Duda, R. O., Hart, P. E., Stork, D. G. Pattern Classification. John Wiley & Sons. (2001)
14. Heckerman, D., Geiger, D., Chickering, D. H. (1995) "Learning Bayesian Networks: The Combination of Knowledge and Statistical Data." Machine Learning 20(3): 197-243
15. Friedman, N. and Koller, D. (2002) "Being Bayesian about Network Structure: A Bayesian Approach to Structure Discovery in Bayesian Networks." Machine Learning Journal.