Markov Random Fields
Project status: Active
Research Areas
| Computer Vision |
| Machine Learning |
People
| Michael J. Black |
| Stefan Roth |
Publications
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 (June 2005), pp. 860-867. [ pdf ]
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. On the spatial statistics of optical flow. In Proceedings of the International Conference on Computer Vision (ICCV) (2005), pp. 42-49. [ pdf ]
Scharr, H., Black, M., and Haussecker, H. Image statistics and anisotropic diffusion. In Proceedings of the International Conference on Computer Vision (ICCV) (Oct. 2003), pp. 840-847. [ pdf ]
Fleet, D., Black, M., and Nestares, O. Bayesian inference of visual motion boundaries. In Exploring Artificial Intelligence in the New Millennium, G. Lakemeyer and B. Nebel, Eds. Morgan Kaufmann, July 2002. [ pdf ]
Black, M., Sapiro, G., Marimont, D., and Heeger, D. Robust anisotropic diffusion. IEEE Transactions of Image Processing, Special issue on Partial Differential Equations and Geometry Driven Diffusion in Image Processing and Analysis 7, 3 (Mar. 1998), 421-432. [ pdf ]
Black, M., Sapiro, G., Marimont, D., and Heeger, D. Robust anisotropic diffusion: Connections between robust statistics, line processing, and anisotropic diffusion. In Proceedings of the Conference on Scale-Space Theory in Computer Vision, Scale-Space'97 (July 1997), pp. 323-326. [ pdf ]
Black, M., and Rangarajan, A. On the unification of line processes, outlier rejection, and robust statistics with applications in early vision. International Journal of Computer Vision 19, 1 (July 1996), 57-92. [ pdf ]
Ju, S., Black, M., and Jepson, A. Skin and Bones: Multi-layer, locally affine, optical flow and regularization with transparency. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, CVPR'96 (San Francisco, CA, June 1996), pp. 307-314. [ pdf ]
Black, M., and Rosenholtz, R. Robust estimation of multiple surface shapes from occluded textures. In Proceedings of the International Symposium on Computer Vision (Miami, FL, Nov. 1995), pp. 485-490. [ pdf ]
Black, M., and Rangarajan, A. The outlier process: Unifying line processes and robust statistics. In IEEE Conf. on Computer Vision and Pattern Recognition, CVPR'94 (Seattle, WA, June 1994), pp. 15-22. [ pdf ]
Black, M. Combining intensity and motion for incremental segmentation and tracking over long image sequences. In Proceedings of the Second European Conference on Computer Vision, ECCV-92 (May 1992), pp. 485-493. [ pdf ]
Black, M., and Anandan, P. Robust dynamic motion estimation over time. In Proceedings of the Conference on Computer Vision and Pattern Recognition, CVPR-91 (Maui, Hawaii, June 1991), pp. 296-302. [ pdf ]
Black, M., and Anandan, P. A model for the detection of motion over time. In Proceedings of the International Conference on Computer Vision, ICCV-90 (Osaka, Japan, Dec. 1990), pp. 33-37. [ pdf ]
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