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dcolli23 avatar dcolli23 commented on September 17, 2024

It's certainly possible that I'm incorrect here due to it being some time since I went through the derivation. But it does strike me as odd that the prediction regularization derivative would not change with a TY that is closer to the dynamics prediction?

Looking again at the paper, it would seem that Eq. 13 supports my suspicion here.

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lichenTHU avatar lichenTHU commented on September 17, 2024

Besides, as I want to compare the results of cpd_outputand gurobi_output in Rviz directly, I find the TY is output by TY = cpd(X, Y, TY_pred, Y_emit_prior);, but the Y is already updated by the newest gurobi_output (deformable_object_configuration_->tracked_.points_) in upper codes.

Thus, it also causes that the published message cdcpd/template cannot show the the pure CPD result, and it would cover the gurobi_output completely.

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dcolli23 avatar dcolli23 commented on September 17, 2024

I put the CPD equation through a symbolic matrix derivation calculator and I was, unsurprisingly, wrong about this. The C++ code is correct in using Y instead of TY.

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