Research map / 3D vision / Face and shape
Rank3DGAN: Semantic Mesh Generation Using Relative Attributes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add a pairwise-ranking constraint to multi-chart 3DGAN | Rank3DGAN · HumanShape, CUB-200-2011, Basel Face Model | mean-FID | No clear effect |
| Use multi-chart mesh representation and ranking-based attribute control instead of voxel 3D GAN | HumanShape weight interpolation · HumanShape | mesh quality | Helped |
| Use ranking-based attribute control with multi-chart mesh generation instead of AtlasNet | HumanShape weight interpolation · HumanShape | attribute-controlled mesh quality | Helped |
| Use pairwise relative-attribute supervision to control generated mesh attributes | Rank3DGAN · HumanShape, CUB-200-2011, Basel Face Model | semantic attribute control | Helped |
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