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weigao95 avatar weigao95 commented on August 26, 2024

Sorry for the delayed reply.

Yes, you can modify the annotation tool used in LabelFusion to annotate the keypoint. Essentially you need to save the keypoint when doing keypoint assisted registration in labelfusion.

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huzheyuan740 avatar huzheyuan740 commented on August 26, 2024

@weigao95 Thank you for your reply! I will try it. Meanwhile,when I annotate the keypoints, do I need the complete object meshes as well? Or could you provide part of your training data so that I can know the format of the data.Thank you in advance!

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weigao95 avatar weigao95 commented on August 26, 2024

The object mesh is not necessary. In our implementation, we perform a 3D reconstruction and annotate the reconstructed mesh.

The training data is the same as the dense object net project, and you can follow the instruction of that project to set it up.

The data from dense object net has object annotation but not keypoint annotation. You need to annotate them to train the keypoint network.

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iamlucaswolf avatar iamlucaswolf commented on August 26, 2024

Hey @weigao95

thank you for providing this great work.

Quick question regarding annotation: How did you annotate keypoints that are not on the object surface (e.g. the top center of mugs)? LabelFusion - as far as I understand it - only allows placing keypoints by raycasting onto the nearest point vertex, and points are seemingly immovable after placing them...

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