Word channel based multiscale pedestrian detection without image resizing and using only one classifier

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn , Issue , 2014, Pages 2393-2400

  Costea, Arthur Daniel ^a   Nedevschi, Sergiu ^a  

^a TECHNICAL UNIVERSITY OF CLUJ NAPOCA   (Romania)

Author keywords

boosting; codebook; multiscale detection; pedestrian detection; word channels

Indexed keywords

CLASSIFICATION (OF INFORMATION); IMAGE CLASSIFICATION; OBJECT RECOGNITION;

BOOSTING; CODEBOOKS; MULTISCALE DETECTION; PEDESTRIAN DETECTION; WORD CHANNELS;

FEATURE EXTRACTION;

EID: 84911395592     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2014.307     Document Type: Conference Paper

References (33)

1. R. Baeza-Yates, and B. Ribeiro-Neto. Modern Information Retrieval. ACM Press, 1999.
2. A. Bar-Hillel, D. Levi, E. Krupka, and C. Goldberg. Part-based feature synthesis for human detection. ECCV, 2010.
3. R. Benenson, M. Mathias, R. Timofte, and L. Van Gool. Pedestrian detection at 100 frames per second. CVPR, 2012.
4. R. Benenson, M. Mathias, T. Tuytelaars, and L. Van Gool. Seeking the strongest rigid detector. CVPR 2013.
5. G. Chen, Y. Ding, J. Xiao, and T. Han. Detection Evolution with Multi-order Contextual Co-occurrence. CVPR, 2013.
6. Q. Chen, Z. Song, Y. Hua, Z. Huang, and S. Yan. Hierarchical Matching with Side Information for Image Classification. CVPR, 2012.
7. G. Csurka, C.R. Dance, L. Fan, J. Willamowski, and C. Bray. Visual Categorization with Bags of Keypoints. ECCV, 2004.
8. N. Dalal and B. Triggs. Histograms of oriented gradients for human detection. CVPR, 2005.
9. P. Dollar, C. Wojek, B. Schiele, and P. Perona. Pedestrian detection: A benchmark. CVPR, 2009.
10. P. Dollar, Z. W. Tu, P. Perona, and S. Belongie. Integral channel features. BMVC, 2009.
11. P. Dollar, S. Belongie, and P. Perona. The fastest pedestrian detector in the west. BMVC, 2010.
12. P. Dollar, C. Wojek, B. Schiele, and P. Perona. Pedestrian detection: An evaluation of the state of the art. PAMI, 2011.
13. P. Dollar, R. Appel, and W. Kienzle. Crosstalk cascades for frame-rate pedestrian detection. ECCV, 2012.
14. M. Enzweiler and D. M. Gavrila. Monocular pedestrian detection: Survey and experiments. PAMI, 2009.
15. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman. The pascal visual object classes (VOC) challenge. IJCV, 2010.
16. P. F. Felzenszwalb, R. B. Girshick, D. Mcallester and D. Ramanan. Object detection with discriminatively trained part-based models. PAMI, 2010.
17. D. Geronimo, A. M. Lopez, A. D. Sappa, and T. Graf. Survey of pedestrian detection for advanced driver assistance systems. PAMI, 2009.
18. J. M. Gonfaus, X. Boix, J. van de Weijer, A.D. Bagdanov, J. Serrat, and J. Gonzalez. Harmony potentials for joint classification and segmentation. CVPR, 2010.
19. L. Ladicky, C. Russell, P. Kohli, and P. H. S. Torr. Associative Hierarchical Random Fields. PAMI, 2013.
20. S. Lazebnik, C. Schmid, and J. Ponce. Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. CVPR, 2006.
21. J. Lim, C. Lawrence Zitnick, P. Dollar. Sketch Tokens: A Learned Mid-level Representation for Contour and Object Detection. CVPR, 2013
22. W. Nam, B. Han, and J. H. Han. Improving Object Localization Using Macrofeature Layout Selection. ICCV Workshop on Visual Surveillance, 2011.
23. W. Ouyang, X. Zeng and X. Wang. Modeling Mutual Visibility Relationship with a Deep Model in Pedestrian Detection. CVPR, 2013.
24. D. Park, D. Ramanan, C. Fowlkes. Multiresolution models for object detection. ECCV, 2010.
25. D. Park, C. Lawrence Zitnick, D. Ramanan, and P. Dollar. Exploring Weak Stabilization for Motion Feature Extraction. CVPR, 2013.
26. K. E. A. Van de Sande, T. Gevers, and C.G.M. Snoek. Evaluating Color Descriptors for Object and Scene Recognition. PAMI, 2010.
27. P. Sermanet, K. Kavukcuoglu, S. Chintala, Y. LeCun. Pedestrian Detection with Unsupervised Multi-Stage Feature Learning. CVPR, 2013.
28. J. Shotton, J. Winn, C. Rother, and A. Criminisi. Textonboost: Joint appearance, shape and context modeling for multi-class object recognition and segmentation. ECCV, 2006.
29. P. Viola and M. Jones. Robust Real-Time Face Detetection. IJCV, 2004.
30. X. Wang, M. Yang, S. Zhu, and Y. Lin. Regionlets for Generic Object Detection. ICCV, 2013.
31. C. Wojek and B. Schiele. A Performance Evaluation of Single and Multi-Feature People Detection. DAGM, 2008.
32. J. Yan, X. Zhang, Z. Lei, S. Liao, S. Z. Li. Robust MultiResolution Pedestrian Detection in Trafic Scenes. CVPR, 2013.
33. C. Zhang and P. Viola. Multiple-instance pruning for learning efficient cascade detectors. NIPS, 2007.