Fast pedestrian detection with multi-scale orientation features and two-stage classifiers

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 881-884

  Ye, Qixiang ^a   Jiao, Jianbin ^a   Zhang, Baochang ^b  

^a UNIVERSITY OF CHINESE ACADEMY OF SCIENCES   (China)

^b Beihang Universiy   (China)

Author keywords

Cascade classifier; Orientation features; Pedestrian detection

Indexed keywords

ADABOOST; CASCADE CLASSIFIERS; DETECTION ACCURACY; FEATURE REPRESENTATION; FINE FEATURE; MULTISCALES; ORIENTATION FEATURES; ORIENTATION HISTOGRAMS; PEDESTRIAN DETECTION; SEARCHING ALGORITHMS; SQUARE IMAGE BLOCKS; TWO STAGE;

ADAPTIVE BOOSTING; CLASSIFIERS; GRAPHIC METHODS; IMAGE PROCESSING; IMAGING SYSTEMS; STATISTICAL METHODS;

FEATURE EXTRACTION;

EID: 78651075609     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5654080     Document Type: Conference Paper

References (14)

1. P. Viola and M. Jones, "Rapid Object Detection Using a Boosted Cascade of Simple Features," IEEE Int. Conf. CVPR'01, pp.551-518.
2. A. Mohan, C. Papageorgiou and T. Poggio. "Example-based Object Detection in Images by Components," IEEE Trans. on PAMI, 23(4): pp.349-361, 2001.
3. N. Dalal, B. Triggs, "Histograms of Oriented Gradients for Human Detection," IEEE Int. Conf. CVPR'05, pp.886- 893.
4. Y. Mu, S. Yan, Y. Liu, T. Huang, B. Zhou, "Discriminative Local Binary Patterns for Human Detection in Personal Album, "IEEE Int. Conf. CVPR'08, pp.1-8.
5. X. Wang, T.X. Han, S. Yan, "An HOG-LBP Human Detector with Partial Occlusion Handling," IEEE Int. Conf. ICCV, 09, pp.808-820.
6. B. Wu, and R. Nevatia. "Detection of Multiple, Partially Occluded Humans in a Single Image by Bayesian Combination of Edgelet Part Detectors," IEEE Int. Conf. ICCV'05, pp.90-97.
7. Q. Zhu, S. Avidan, M. C. Yeh, and K. T. Cheng. "Fast Human Detection Using a Cascade of Histograms of Oriented Gradients," IEEE Int. Conf. CVPR'06, pp.1491-1498.
8. T. Serre, L. Wolf, S. Bileschi, M. Riesenhuber and T. Poggio. "Object Recognition With Cortex-Like Mechanisms," IEEE Trans. PAMI, 29(3): 411-426, 2007.
9. Sabzmeydani P. and Mori G., "Detecting Pedestrians by Learning Shapelet Features," IEEE Int. Conf. CVPR'07.
10. Tuzel O., Porikli F., Meer P., "Pedestrian Detection Via Classification on Riemannian Manifolds," IEEE Trans. on PAMI, 30(10), pp.1713 - 1727, 2008.
11. S. Munder and D. Gavrila, "An Experimental Study on Pedestrian Classification," IEEE Trans. PAMI, 28(11): pp.1863-1868, 2006.
12. Q.X. Ye, J.B. Jiao, "Multi-posture Pedestrian Detection in Video Frames by Motion Contour Matching," Asian Conference on Computer Vision 2007, pp.896-904. http://cear.gucas.ac.cn/SDL-HomePage/Dataset.htm.
13. W.R. Schwartz, A. Kembhavi, D. Harwood, L.S. Davis. "Human Detection Using Partial Least Squares Analysis," IEEE Int. Conf. ICCV'09.
14. Y.T. Chen, C.S. Chen, "A Cascade of Feed-Forward Classifiers for Fast Pedestrian Detection," ACCV 2007, pp.905-914.