Fast, Accurate Detection of 100,000 Object Classes on a Single Machine

@article{Dean2013FastAD,
  title={Fast, Accurate Detection of 100,000 Object Classes on a Single Machine},
  author={Thomas L. Dean and Mark A. Ruzon and Mark E. Segal and Jonathon Shlens and Sudheendra Vijayanarasimhan and J. Yagnik},
  journal={2013 IEEE Conference on Computer Vision and Pattern Recognition},
  year={2013},
  pages={1814-1821}
}
Many object detection systems are constrained by the time required to convolve a target image with a bank of filters that code for different aspects of an object's appearance, such as the presence of component parts. We exploit locality-sensitive hashing to replace the dot-product kernel operator in the convolution with a fixed number of hash-table probes that effectively sample all of the filter responses in time independent of the size of the filter bank. To show the effectiveness of the… Expand
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2
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5
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References

SHOWING 1-10 OF 26 REFERENCES
Robust Real-time Object Detection
  • 3,818
  • PDF
A coarse-to-fine approach for fast deformable object detection
  • 184
  • PDF
Training-Free, Generic Object Detection Using Locally Adaptive Regression Kernels
  • 153
  • PDF
Multiple kernels for object detection
  • 870
  • PDF
Segmentation as selective search for object recognition
  • 653
  • PDF
Robust Real-Time Face Detection
  • 10,019
  • PDF
Multi-component Models for Object Detection
  • 81
  • PDF
Learning a category independent object detection cascade
  • 177
  • PDF
Sparselet Models for Efficient Multiclass Object Detection
  • 94
  • PDF
Histograms of oriented gradients for human detection
  • N. Dalal, B. Triggs
  • Computer Science
  • 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05)
  • 2005
  • 27,027
  • Highly Influential
  • PDF
...
1
2
3
...