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Question about the evaluation of point map estimation. #15

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chenhaomingbob opened this issue Nov 7, 2024 · 1 comment
Open

Question about the evaluation of point map estimation. #15

chenhaomingbob opened this issue Nov 7, 2024 · 1 comment

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@chenhaomingbob
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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.

@EasternJournalist
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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.

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