Publications [#330001] of Alan E. Gelfand
search .Papers Published
- 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 (December, 2011): 2635-2642. [doi]
(last updated on 2023/06/01)Abstract:
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.