Monday, December 26, 2005

My talk this week

I will present this paper:
    Real-time Non-Rigid Surface Detection (pdf)
by Julien Pilet, Vincent Lepetit, Pascal Fua
of Computer Vision Laboratory, École Polytechnique Fédérale de Lausanne, Switzerland

Abstract:
  We present a real-time method for detecting deformable surfaces, with no need whatsoever for a priori pose knowledge.
  Our method starts from a set of wide baseline point matches between an undeformed image of the object and the image in which it is to be detected. The matches are used not only to detect but also to compute a precise mapping from one to the other. The algorithm is robust to large deformations, lighting changes, motion blur, and occlusions. It runs at 10 frames per second on a 2.8 GHz PC and we are not aware of any other published technique that produces similar results.
  Combining deformable meshes with a well designed robust estimator is key to dealing with the large number of parameters involved in modeling deformable surfaces and rejecting erroneous matches for error rates of up to 95%, which is considerably more than what is required in practice.


There are some videos on their project website.

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