Integrating local classifiers through nonlinear dynamics on label graphs with an application to image segmentation
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Chen, Y; Gelfand, A; Fowlkes, CC; Welling, M
Published in: Proceedings of the IEEE International Conference on Computer Vision
December 1, 2011
We present a new method to combine possibly inconsistent locally (piecewise) trained conditional models p(y αx α) into pseudo-samples from a global model. Our method does not require training of a CRF, but instead generates samples by iterating forward a weakly chaotic dynamical system. The new method is illustrated on image segmentation tasks where classifiers based on local appearance cues are combined with pairwise boundary cues. © 2011 IEEE.
Duke Scholars
Published In
Proceedings of the IEEE International Conference on Computer Vision
DOI
ISBN
9781457711015
Publication Date
December 1, 2011
Start / End Page
2635 / 2642
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Chen, Y., Gelfand, A., Fowlkes, C. C., & Welling, M. (2011). Integrating local classifiers through nonlinear dynamics on label graphs with an application to image segmentation. In Proceedings of the IEEE International Conference on Computer Vision (pp. 2635–2642). https://doi.org/10.1109/ICCV.2011.6126553
Chen, Y., A. Gelfand, C. C. Fowlkes, and M. Welling. “Integrating local classifiers through nonlinear dynamics on label graphs with an application to image segmentation.” In Proceedings of the IEEE International Conference on Computer Vision, 2635–42, 2011. https://doi.org/10.1109/ICCV.2011.6126553.
Chen Y, Gelfand A, Fowlkes CC, Welling M. Integrating local classifiers through nonlinear dynamics on label graphs with an application to image segmentation. In: Proceedings of the IEEE International Conference on Computer Vision. 2011. p. 2635–42.
Chen, Y., et al. “Integrating local classifiers through nonlinear dynamics on label graphs with an application to image segmentation.” Proceedings of the IEEE International Conference on Computer Vision, 2011, pp. 2635–42. Scopus, doi:10.1109/ICCV.2011.6126553.
Chen Y, Gelfand A, Fowlkes CC, Welling M. Integrating local classifiers through nonlinear dynamics on label graphs with an application to image segmentation. Proceedings of the IEEE International Conference on Computer Vision. 2011. p. 2635–2642.
Published In
Proceedings of the IEEE International Conference on Computer Vision
DOI
ISBN
9781457711015
Publication Date
December 1, 2011
Start / End Page
2635 / 2642