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Table 5 Metrics for each component of our model

From: Ancient mural inpainting via structure information guided two-branch model

Loss strategy

Stage1 loss

Stage2 loss

Proposed

\({\ell _{\textrm{stage1}}}\)

\({\ell _{\textrm{stage2}}}\)

Ablation1

\({\ell _{\textrm{stage1}}} - {\ell _{\mathrm{s\_adv}}}\)

\({\ell _{\textrm{stage2}}}\)

Ablation2

\({\ell _{\textrm{stage1}}} - {\ell _{\textrm{FM}}}\)

\({\ell _{\textrm{stage2}}}\)

Ablation3

\({\ell _{\textrm{stage1}}}\)

\({\ell _{\textrm{stage2}}} - {\ell _{l1}}\)

Ablation4

\({\ell _{\textrm{stage1}}}\)

\({\ell _{\textrm{stage2}}} - {\ell _{\mathrm{c\_adv}}}\)

Ablation5

\({\ell _{\textrm{stage1}}}\)

\({\ell _{\textrm{stage2}}} - {\ell _{\textrm{perc}}}\)

Ablation6

\({\ell _{\textrm{stage1}}}\)

\({\ell _{\textrm{stage2}}} - {\ell _{\textrm{style}}}\)

  1. “–” Indicates the removed item