Towards a Computational Theory of Model Based Vision and Perception

Abstract

When given partial data, a model based approach requires that pictures consistent with the model are chosen as plausible interpretations of the data. The author presents a computational theory that relates degrees of freedom in such models to the number of pixels that carry useful information. It is shown that in models with a finite number of degrees of freedom it is always possible to find a consistent interpretation from a finite number of pixels.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">&gt;</ETX>

Cite

Text

Shvaytser. "Towards a Computational Theory of Model Based Vision and Perception." IEEE/CVF International Conference on Computer Vision, 1990. doi:10.1109/ICCV.1990.139531

Markdown

[Shvaytser. "Towards a Computational Theory of Model Based Vision and Perception." IEEE/CVF International Conference on Computer Vision, 1990.](https://mlanthology.org/iccv/1990/shvaytser1990iccv-computational/) doi:10.1109/ICCV.1990.139531

BibTeX

@inproceedings{shvaytser1990iccv-computational,
  title     = {{Towards a Computational Theory of Model Based Vision and Perception}},
  author    = {Shvaytser, Haim},
  booktitle = {IEEE/CVF International Conference on Computer Vision},
  year      = {1990},
  pages     = {283-286},
  doi       = {10.1109/ICCV.1990.139531},
  url       = {https://mlanthology.org/iccv/1990/shvaytser1990iccv-computational/}
}