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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Zhaoyin Jia Yao-Jen Chang Tzung-Han Lin Tsuhan Chen |
| Copyright Year | 2011 |
| Description | Author affiliation: School of Electrical and Computer Engineering, Cornell University (Zhaoyin Jia; Yao-Jen Chang; Tsuhan Chen) || Industrial Technology Research Institute, Taiwan (Tzung-Han Lin) |
| Abstract | A laser scan is useful in building the 3D model, and in one run it can capture thousands of 3D points. However these 3D points are sparse compared to a normal image, which can easily have millions of pixels. To achieve a denser 3D map, 3D-interpolation is applied to each pixel in the image. In this work we propose an algorithm to combine the 3D geometry and the color for 3D-interpolation. We segment the 3D points based on their latent surfaces, and combine the surfaces with color through Markov Random Field. We find that the 3D geometry provides rich information for interpolation: 3D points with similar colors can be robustly clustered where not possible in the color space, and the interpolation can be performed on a better fitting surface rather than on the locally linear ones. Our experiments show that the proposed algorithm outperforms the baselines. |
| Starting Page | 869 |
| Ending Page | 872 |
| File Size | 2552487 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781457713040 |
| ISSN | 15224880 |
| e-ISBN | 9781457713033 |
| e-ISBN | 9781457713026 |
| DOI | 10.1109/ICIP.2011.6116696 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-09-11 |
| Publisher Place | Belgium |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Three dimensional displays Interpolation Image color analysis Image segmentation Vectors Solid modeling Lasers MRF 3D-interpolation Surface fitting |
| Content Type | Text |
| Resource Type | Article |
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