eriksandstroem / Point-SLAM

Point-SLAM: Dense Neural Point Cloud-based SLAM
Apache License 2.0
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How to understand the meaning of "Given an estimated camera pose"? #20

Closed eggman-1024 closed 10 months ago

eggman-1024 commented 10 months ago

Hi! Is the initial camera pose here a random number? Or the initial camera position is known?

eggman-1024 commented 10 months ago

Besides that, I don't understand "but converges to a bounded set of points when no new scene parts are visited."

eriksandstroem commented 10 months ago

Hi @eggman-1024, The initial camera pose is know and copied from the GT trajectory.

Regarding: "but converges to a bounded set of points when no new scene parts are visited.", we mean that the number of points will be limited i.e. not increase to infinity if you only explore a room for example. The more rooms you explore at once, the more points you will have, but if we revisit an already scanned area, we will likely not add any new points there. Does this help?

eggman-1024 commented 10 months ago

Hi @eggman-1024, The initial camera pose is know and copied from the GT trajectory.

Regarding: "but converges to a bounded set of points when no new scene parts are visited.", we mean that the number of points will be limited i.e. not increase to infinity if you only explore a room for example. The more rooms you explore at once, the more points you will have, but if we revisit an already scanned area, we will likely not add any new points there. Does this help?

Thank you for your answer, but I still have a few questions: when revisiting an already scanned area, how do I make sure I don't add more points there?

eriksandstroem commented 10 months ago

We first check if there are already points using the FAISS database in the neighborhood of the proposed point. If there are points already there, we do not add a new one. Does that help?

eggman-1024 commented 10 months ago

Thank you very much. I understand~