A Gabor Wavelet Pyramid-Based Object Detection Algorithm

نویسندگان

  • Yasuomi D. Sato
  • Jenia Jitsev
  • Jörg Bornschein
  • Daniela Pamplona
  • Christian Keck
  • Christoph von der Malsburg
چکیده

We introduce visual object detection architecture, making full use of technical merits of so-called multi-scale feature correspondence in the neurally inspired Gabor pyramid. The remarkable property of the multi-scale Gabor feature correspondence is found with scale-space approaches, which an original image Gabor-filtered with the individual frequency levels is approximated to the correspondingly sub-sampled image smoothed with the low-pass filter. The multiscale feature correspondence is used for effectively reducing computational costs in filtering. In particular, we show that the multi-scale Gabor feature correspondence play an effective role in matching between an input image and the model representation for object detection.

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تاریخ انتشار 2011