Table 3 Experiments comparing training and inference times for different models.

From: Generation driven understanding of localized 3D scenes with 3D diffusion model

Method

Training time

Inference time (seconds/sample)

\(\pi\)-GAN

242 hours

0.69

EG3D

296 hours

1.31

DiffRF

194 hours

0.87

AutoSDF

257 hours

0.76

3D-UDDPM(Ours)

239 hours

0.84

  1. Significant values are in bold.