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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Dejun Wang Soatto, S. Prados, E. |
| Copyright Year | 2006 |
| Description | Author affiliation: University of California, Los Angeles, CA (Dejun Wang) |
| Abstract | We address the multi-view shape from shading problem, that is the recovery of 3-D shape, lighting configuration and surface albedo from multiple calibrated views. Previous approaches to this problem relied on physically impossible illumination models (negative light) and only work on constant albedo and resulted in biased estimates of shape and lighting positions. Furthermore, since the solution involves infinite-dimensional optimization, existing approaches were quite slow. We develop a new model that explicitly enforces positivity in the light sources with the assumption that the object is Lambertian and its albedo is piecewise constant and show that the new model significantly improves the accuracy and robustness relative to existing approaches. Furthermore, we show that the most computationally expensive step in the optimization can actually be solved in closed form. This significantly improves speed of convergence over existing schemes. We illustrate the behavior of our algorithm directly on the same data used by previous authors, so direct comparison is possible. |
| Starting Page | 171 |
| Ending Page | 171 |
| File Size | 643670 |
| Page Count | 1 |
| File Format | |
| ISBN | 0769526462 |
| DOI | 10.1109/CVPRW.2006.204 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2006-06-17 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Computer science Shape Stereo image processing Layout Lighting Robustness Stereo vision Image reconstruction Light sources Convergence |
| Content Type | Text |
| Resource Type | Article |
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