MoGe
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Question about the evaluation of point map estimation.
Thank you for your interesting work.
I am not familiar with the direction of point map estimation. I have read Section 4.1 in your paper for quantitative evaluations. But I still do not understand how to align the predicted point map with the GT point map before calculating the point error.
Hi. The scale (and shift) of prediction $\{\hat p_i\}$ are aligned with the ground truth $\{p_i\}$ as follows.
- For evaluation of scale-invariant point map,
$$ s^*=\mathop{argmin}_s \sum_i {1\over z_i}\| s\hat p_i-p_i\| $$
- For evaluation of affine-invariant point map,
$$ (s^*,t^*)=\mathop{argmin}_{s,t} \sum_i {1\over z_i}\| s\hat p_i+t-p_i\| $$
They are solved with our proposed solver (without clipping). See section A.2 for details of the algorithm.