Stefan Roth's Publications
2007
Baker, S., Scharstien, D., Lewis, J., Roth, S., Black, M., and Szeliski, R. A database and evaluation methodology for optical flow. Int. Conf. on Computer Vision (ICCV).
Moldovan, T., Roth, S., and Black, M. Denoising archival films using a learned Bayesian model. Tech. Rep. CS-07-03, Providence, Rhode Island, 2007.
Roth, S., and Black, M. On the spatial statistics of optical flow. 33-50.
Roth, S., and Black, M. Steerable random fields. Int. Conf. on Computer Vision (ICCV).
2006
Lan, X., Roth, S., Huttenlocher, D., and Black, M. J. Efficient belief propagation with learned higher-order Markov random fields. In Proceedings of the European Conference on Computer Vision (ECCV) (Graz, Austria, 2006), pp. 269-282. [ pdf ]
Moldovan, T. M., Roth, S., and Black, M. J. Denoising archival films using a learned Bayesian model. In Proceedings of the International Conference on Image Processing (ICIP) (2006). [ pdf ]
Roth, S., and Black, M. J. Specular flow and the recovery of surface structure. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (New York, NY, Jun 2006), pp. 1869-1876. [ pdf ]
Roth, S., and Black, M. On the spatial statistics of optical flow. International Journal of Computer Vision (2006).
2005
Black, M., and Roth, S. On the receptive fields of Markov random fields: Predictions from a probabilistic model of scene statistics. Cosyne 2005 (Mar 2005).
Roth, S., and Black, M. Fields of Experts: A framework for learning image priors. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (Jun 2005), pp. 860-867. [ pdf ]
Roth, S., and Black, M. On the spatial statistics of optical flow. In Proceedings of the International Conference on Computer Vision (ICCV) (2005), pp. 42-49. [ pdf ]
Wood, F., Roth, S., and Black, M. J. Modeling neural population spiking activity with Gibbs distributions. In Proceedings of the Conference on Advances in Neural Information Processing Systems (2005), pp. 1537-1544. [ pdf ]
2004
Roth, S., Sigal, L., and Black, M. Gibbs likelihoods for Bayesian tracking. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (Jun 2004), pp. 886-893. [ pdf ]
Sigal, L., Bhatia, S., Roth, S., Black, M., and Isard, M. Tracking loose-limbed people. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (Jun 2004), pp. 421-428. [ pdf ]
2003
Roth, S., Domini, F., and Black, M. Specular flow and the perception of surface reflectance. Journal of Vision 3, 9 (2003), 413a. [ pdf ]
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