Experiments

Qualitative Comparisons

We perform qualitative comparisons under different settings.

(a) MLP Deform Representation + Regularization;
(b) Sparse Node Deform Representation + Regularization;
(c) Hierarchical Sparse Node Deform Representation + Regularization;
(d) Color Deform + (c);

Quantitative Comparisons

Ablation Study

Here, we show an ablation on the decomposition of global and local deformation.

We also conclude that learning in a progressive manner improves the learning of global transformation as in accompanying figure.

We show the effect of sparse nodes to model local non-rigid deformation.

Here we, show the impact of blending in segmented global transformation

To compensate for the change in illumination, we also peform an ablation to model color deformation.