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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Wuhrer, S. Ben Azouz, Z. Chang Shu |
| Copyright Year | 2010 |
| Abstract | We present an algorithm to predict landmarks on 3D human scans in varying poses. Our method is based on learning bending-invariant landmark properties. We also learn the spatial relationships between pairs of landmarks using canonical forms. The information is modeled by a Markov network, where each node of the network corresponds to a landmark position and where each edge of the network represents the spatial relationship between a pair of landmarks. We perform probabilistic inference over the Markov network to predict the landmark locations on human body scans in varying poses. We evaluated the algorithm on 200 models with different shapes and poses. The results show that most landmarks are predicted well. |
| Starting Page | 136 |
| Ending Page | 142 |
| File Size | 656626 |
| Page Count | 7 |
| File Format | |
| ISBN | 9781424469635 |
| e-ISBN | 9781424469642 |
| DOI | 10.1109/CRV.2010.25 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-05-31 |
| Publisher Place | Canada |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Computer vision Shape Statistical analysis Biological system modeling Councils Robot vision systems Humans Predictive models Prediction algorithms Markov random fields |
| Content Type | Text |
| Resource Type | Article |
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