Machine Learning
Project status: Active
Research Areas
| Artificial Intelligence |
| Machine Learning |
People
| Michael J. Black |
| Matthew Lease |
| Stefan Roth |
Publications
Ormoneit, D., Black, M., Hastie, T., and Kjellstrom, H. Representing cyclic human motion using fuctional analysis. Image and Vision Computing 23, 14 (Dec. 2005), 1264-1276. [ pdf ]
Wood, F., Prabhat, Donoghue, J., and Black, M. Inferring attentional state and kinematics from motor cortical firing rates. In Proceedings of the IEEE Engineering in Medicine and Biology Society Conference (Sept. 2005), pp. 1544-1547. [ pdf ]
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 ]
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 ]
Sigal, L., Zhu, Y., Comaniciu, D., and Black, M. Tracking complex objects using graphical object models. In Proceedings of the International Workshop on Complex Motion (2005). [ pdf ]
Roth, S., Sigal, L., and Black, M. Gibbs likelihoods for Bayesian tracking. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (June 2004), pp. 886-893. [ 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 ]
De la Torre, F., and Black, M. A framework for robust subspace learning. International Journal of Computer Vision 54 (Aug. 2003), 117-142. [ pdf ]
Sidenbladh, H., and Black, M. Learning the statistics of people in images and video. International Journal of Computer Vision 54 (Aug. 2003), 183-209. [ pdf ]
De la Torre, F., and Black, M. Robust parameterized component analysis: Theory and applications to 2D facial appearance models. Computer Vision and Image Understanding 91 (July 2003), 53-71. [ pdf ]
De la Torre, F., and Black, M. Robust parameterized component and analysis: Theory and applications to 2D facial modeling. In Proceedings of the European Conference on Computer Vision, ECCV 2002 (2002), pp. 653-669. [ pdf ]
Fablet, R., and Black, M. Automatic detection and tracking of human motion with a view-based representation. In Proceedings of the European Conference on Computer Vision, ECCV 2002 (2002), pp. 476-491. [ pdf ]
Sidenbladh, H., Black, M., and Sigal, L. Implicit probabilistic models of human motion for synthesis and tracking. In Proceedings of the European Conference on Computer Vision, ECCV 2002 (2002), pp. 784-800. [ pdf ]
De la Torre, F., and Black, M. Dynamic coupled component analysis. In Proceedings of the IEEE International Workshop on Computer Vision and Pattern Recognition, CVPR'01 (Dec. 2001), pp. 643-650. [ pdf ]
De la Torre, F., and Black, M. Robust principal component analysis for computer vision. In Proceedings of the International Conference on Computer Vision, ICCV-2001 (2001), pp. 362-369. [ pdf ]
Ormoneit, D., Sidenbladh, H., Black, M., and Hastie, T. Learning and tracking cyclic human motion. In Proceedings of the Conference on Advances in Neural Information Processing Systems 13 (2001), pp. 894-900. [ pdf ]
Sidenbladh, H., and Black, M. Learning image statistics for Bayesian tracking. In Proceedings of the International Conference on Computer Vision, ICCV-2001 (2001), pp. 709-716. [ pdf ]
Sidenbladh, H., Black, M., and Fleet, D. Stochastic tracking of 3D human figures using 2D image motion. In Proceedings of the European Conference on Computer Vision (June 2000), pp. 702-718. [ pdf ]
Ormoneit, D., Hastie, T., and Black, M. Functional analysis of human motion data. In Proceedings of the 5th World Congress of the Bernoulli Society for Probability and Mathematical Statistics and 63rd Annual Meeting of the Institute of Mathematical Statistics (May 2000). [ pdf ]
Ormoneit, D., Sidenbladh, H., Black, M., and Hastie, T. Stochastic modeling and tracking of human motion. Learning 2000, Apr. 2000.
Sidenbladh, H., De la Torre, F., and Black, M. A framework for modeling the appearance of 3D articulated figures. In Proceedings of the International Conference on Automatic Face and Gesture Recognition (Grenoble, France, Mar. 2000), pp. 368-375. [ pdf ]
Black, M. Explaining optical flow events with parameterized spatio-temporal models. In Proceedings of the IEEE Computer Vision and Pattern Recognition, CVPR '99 (Fort Collins, CO, 1999), pp. 326-332. [ pdf ]
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