Supplementary Results: ICLR25 Rebuttal

Bringing NeRFs to the Latent Space:
Inverse Graphics Autoencoder

Latent NeRFs

Visualization of latent NeRF renderings in the latent space of our IG-AE and their corresponding decodings to the RGB space.



Comparison with NeRFs trained in a standard latent space

This section compares latent TensoRF trained in a standard latent space of an AE, and in our IG-AE 3D-aware latent space. This uses our latent NeRF training pipeline implemented as an extension to Nerfstudio.


Shapenet Vase


Shapenet Hat