Core Concepts
3DTextureTransformer enables high-quality texture generation for 3D meshes without deforming the original mesh topology.
Stats
Method Parameterization FID ↓ KID * 10−2 ↓
Texture Fields [31] Global Implicit 85.01 6.06
SPSG [6] Sparse 3D Grid 65.36 5.13
UV Baseline [42] UV 38.98 2.46
LTG [52] UV 37.50 2.39
EG3D [52] Tri-plane Implicit 36.45 2.15
Ours Sparse 3D implicit 33.87 1.93
Quotes
"Our solution uses self-attention layers in the 3D geometric space for message passing."
"3DTextureTransformer is a hybrid model that works with 3D data by utilizing self-attention layers."