Robust Statistics
Project status: Active
Research Areas
| Computer Vision |
| Machine Learning |
People
| Michael J. Black |
| Matthew Lease |
| Stefan Roth |
Publications
De la Torre, F., and Black, M. A framework for robust subspace learning. International Journal of Computer Vision 54 (Aug 2003), 117-142. [ 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 (Jul 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 ]
Gao, Y., Black, M., Bienenstock, E., Shoham, S., and Donoghu, J. Probabilistic inference of arm motion from neural activity in motor cortex. In Proceedings of the Conference on Advances in Neural Information Processing Systems 14 (2002), pp. 221-228. [ 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 ]
Gao, Y., Bienenstock, E., Black, M., Shoham, S., Serruya, M., and Donoghue, J. Encoding/decoding of arm kinematics from simultaneously recorded MI neurons. Society for Neuroscience Abst. 27 (2001).
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 ]
Black, M., Fleet, D., and Yacoob, Y. Robustly estimating changes in image appearance. Computer Vision and Image Understanding 78, 1 (2000), 8-31. [ pdf ]
Black, M., and Sapiro, G. Edges as outliers: Anisotropic smoothing using local image statistics. In Proceedings of the 2nd International Conference on Scale-Space Theories in Computer Vision, Scale-Space '99 (Corfu, Greece, Sep 1999), pp. 259-270. [ 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 (Jul 1997), pp. 323-326. [ pdf ]
Black, M., Yacoob, Y., and Ju, X. Recognizing human motion using parameterized models of optical flow. In Motion-Based Recognition, M. Shah and R. Jain, Eds. Kluwer Academic Publishers, 1997, pp. 245-269. [ pdf ]
Black, M., and Jepson, A. EigenTracking: Robust matching and tracking of articulated objects using a view-based representation. In Proceedings of the 4th European Conference on Computer Vision, ECCV'96 (Cambridge, England, Apr 1996), pp. 329-342. [ pdf ]
Black, M., and Anandn, P. The robust estimation of multiple motions: Parametric and piecewise-smooth flow fields. Computer Vision and Image Understanding, CVIU 63, 1 (Jan 1996), 75-104. [ 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 (Jul 1996), 57-92. [ 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, Jun 1994), pp. 15-22. [ pdf ]
Black, M., and Anandan, P. A framework for the robust estimation of optical flow. In Proceedings of the Fourth International Conference on Computer Vision, ICCV-93 (Berlin, Germany, May 1993), pp. 231-236. [ pdf ]
Black, M. Robust Incremental Optical Flow. PhD thesis, Yale University, 1992. [ 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, Jun 1991), pp. 296-302. [ pdf ]
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