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JACKLiuDay avatar JACKLiuDay commented on June 12, 2024

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Hi, I tried to use FASTVGICP to align one velodyne lidar pointcloud to the map. But the score grows with the running time. It's so wired. @kkoide3 @koide3

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koide3 avatar koide3 commented on June 12, 2024

I guess the score depends on the coverage of the map, and thus it should change depending on the place. At least, the registration algorithm itself is independent run-by-run, and it would not show time depending error accumulation.

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JACKLiuDay avatar JACKLiuDay commented on June 12, 2024

I guess the score depends on the coverage of the map, and thus it should change depending on the place. At least, the registration algorithm itself is independent run-by-run, and it would not show time depending error accumulation.

Hi, thank you for your reply. I just used the same one pcd which represents the same location to registration map for ten minutes. The registration method is used by reg.(pcd, initial_matrix); So the result transformation matrix is storaged in the initial_matrix for next time registration. It seems that the error in each registration is being accumulated into the next matrix each time. In theory, when registering the same frame of point cloud data with the map, the registration matrix obtained each time should be the same. However, with the passage of time, the solved matrix is gradually diverging, and the score is also gradually increasing. If you don't use an initial transformation matrix for registration, the registration process will take a very long time, making it impossible to achieve real-time localization.

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