Author Affiliations
1 College of Nuclear Technology and Automation Engineering, Chengdu University of Technology, Chengdu, Sichuan 610059, China2 College of Electrical Engineering and Information Technology, Sichuan University, Chengdu, Sichuan 610065, China3 Provincial Key Laboratory of Applied Nuclear Techniques in Geosciences, Chengdu University of Technology, Chengdu, Sichuan 610059, Chinashow less
Fig. 1. Initial states of point clouds of (a) Bunny and (b) Elephant
Fig. 2. Corresponding relationship between two point clouds after registration
Fig. 3. Corresponding relationship of Bunny point cloud after registration
Fig. 4. Corresponding relationship of Elephant point cloud after registration
Fig. 5. Corresponding relationship of Bunny point cloud after registration for each algorithm. (a) Registration with data-missing of 25%; (b) registration with data-missing of 50%; (c) registration with data-missing of 75%
Fig. 6. Corresponding relationship of Elephant point cloud after registration for each algorithm. (a) Registration with data-missing of 25%; (b) registration with data-missing of 50%; (c) registration with data-missing of 75%
Fig. 7. RMSE for six registration algorithms. (a) Bunny point cloud; (b) Elephant point cloud
Fig. 8. RMSE for six registration algorithms. (a) Bunny point cloud; (b) Elephant point cloud
Fig. 9. Initial states of point clouds of (a) Bunny and (b) Elephant
Fig. 10. Corresponding relationship between two point clouds after registration. (a)(b) Bunny point cloud; (c)(d) Elephant point cloud
Fig. 11. Two sets of physical maps. (a) Box A; (b) box B
Fig. 12. Initial states of two sets of scanning data. (a) Box A; (b) box B
Fig. 13. Registration results of box A point cloud
Fig. 14. Registration results of box B point cloud
Point cloud | RMSE /mm |
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MMC | GA+Scale-ICP | GA+ICP | Go-ICP | GOGMA | CPD |
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Bunny | 0.2372 | 0.2388 | 0.2387 | 0.2354 | 0.2385 | 0.3078 | Elephant | 0.0316 | 0.0492 | 0.0316 | 0.1657 | 0.0574 | 0.0213 |
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Table 1. RMSE for six registration algorithms
Algorithm | RMSE /mm |
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Bunny | Elephant |
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MMC | 0.2251 | 0.0406 | Scale-ICP | 0.3665 | 0.0508 |
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Table 2. RMSE for two registration algorithms
Point cloud | RMSE /mm |
---|
MMC | MMC+ICP | MMC+Scale-ICP | Go-ICP | GOGMA | CPD |
---|
Box A | 0.2573 | 0.2577 | 14.4654 | 2.0629×10-5 | 0.2504 | 0.9703 | Box B | 0.5802 | 0.5886 | 0.6096 | 0.5817 | 0.5897 | 3.0836 |
|
Table 3. RMSE for six registration algorithms