6.5 Evaluation
6.5.1 PaMIR Representation
The superiority of our PaMIR representation is already
proved through the comparison experiments in Sec.6.3 and
6.4. In this evaluation, we demonstrate the advantage of our

TABLE 3

Numerical Ablation Study.

P2S (cm)

Method∗
GT SMPL
Pred SMPL wo/ DAAL
Pred SMPL w/ DAAL
Full (Pred SMPL w/ DAAL + Optimization)
∗ GT = ground-truth, Pred = predicted, DAAL = depth-ambiguity-
aware loss

1.71
1.81
1.60
1.52
PaMIR- Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction