EMAP
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Questions on Evaluations
I have a few questions on your evaluations:
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For the ABC_NEF dataset, the GT parametric curves have to be shifted and scaled so that they are located at the correct coordinate (see this issue). And since this dataset is a synthetic dataset, the 3D points are unit-less. How do you relate the threshold $\tau$ in millimeters mentioned in your paper to the threshold of the unit-less 3D GT? (In the NEF paper, they set the threshold 0.02, with no unit, as the L2 distance from the reconstructed edge point to the ground truth point.)
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For generating the 3D GT edges from the DTU dataset, the supp says that the dense point cloud is projected to the images and then cross-comparing these projections with 2D edges observations to mark 3D edges. Are the "cross-comparing" done manually? If not, what strategies/algorithms did you use? In addition, the supp says, (Section B.3) "To ensure accuracy in the ground-truth edge points, we manually set thresholds for each scan and meticulously remove any floating points." What threshold and floating points are you referring to here?
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For the metrics, what are the definitions of "Accuracy" and "Completeness"? The paper says that it follows the NEF and the LiMAP papers for the metrics but I do not find them from both papers. Maybe it's a typo as I find the definitions in the NEAT paper, Section F of supp. Also, do you have an explicit definition of what an "edge direction consistency" is?
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In Table 1, are the reported numbers the average of all selected 82 CAD models? Do you use all 50 images per CAD model?