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.



Below, we present supplementary scenes for the rebuttal, that will be present in the camera-ready version of our paper.




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


Supplementary results on Objaverse

This section illustrates our supplementary results which will be present in the camera-ready version of our paper.


Objaverse Book


Objaverse Burger


Objaverse Flower


Objaverse Painting


Objaverse Robot


Objaverse Table