Fig. 8
From: Generation driven understanding of localized 3D scenes with 3D diffusion model

Experimental results of model visualization with native 3D U-Net architecture combined with DDPM framework. The visualization results demonstrate that there is still considerable scope for improvement in generative understanding. In addition, some of the local cubes exhibit excessive or insufficient denoising processing.