Spatiotemporal Stacked Sequential Learning for Pedestrian Detection
@article{Gonzlez2015SpatiotemporalSS, title={Spatiotemporal Stacked Sequential Learning for Pedestrian Detection}, author={Alejandro Gonz{\'a}lez and David V{\'a}zquez and Sebastian Ramos and A. M. L{\'o}pez and J. Amores}, journal={ArXiv}, year={2015}, volume={abs/1407.3686} }
Pedestrian classifiers decide which image windows contain a pedestrian. In practice, such classifiers provide a relatively high response at neighbor windows overlapping a pedestrian, while the responses around potential false positives are expected to be lower. An analogous reasoning applies for image sequences. If there is a pedestrian located within a frame, the same pedestrian is expected to appear close to the same location in neighbor frames. Therefore, such a location has chances of… CONTINUE READING
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References
SHOWING 1-10 OF 41 REFERENCES
Contextual boost for pedestrian detection
- Computer Science
- 2012 IEEE Conference on Computer Vision and Pattern Recognition
- 2012
- 75
- PDF
Random Forests of Local Experts for Pedestrian Detection
- Computer Science
- 2013 IEEE International Conference on Computer Vision
- 2013
- 121
- PDF
Virtual and Real World Adaptation for Pedestrian Detection
- Medicine, Computer Science
- IEEE Transactions on Pattern Analysis and Machine Intelligence
- 2014
- 157
- PDF
A Multilevel Mixture-of-Experts Framework for Pedestrian Classification
- Computer Science, Medicine
- IEEE Transactions on Image Processing
- 2011
- 146
- PDF
New features and insights for pedestrian detection
- Computer Science
- 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition
- 2010
- 482
- Highly Influential
- PDF
Multi-cue onboard pedestrian detection
- 2009 IEEE Conference on Computer Vision and Pattern Recognition
- 2009
- 133
- PDF
On Exploration of Classifier Ensemble Synergism in Pedestrian Detection
- Computer Science
- IEEE Transactions on Intelligent Transportation Systems
- 2010
- 63
Occlusion Handling via Random Subspace Classifiers for Human Detection
- Computer Science, Medicine
- IEEE Transactions on Cybernetics
- 2014
- 47
- PDF
A mixed generative-discriminative framework for pedestrian classification
- Mathematics, Computer Science
- 2008 IEEE Conference on Computer Vision and Pattern Recognition
- 2008
- 106
- PDF