ViewNet [PDF]

Unsupervised Viewpoint Estimation From Conditional Generation

(check out our NeRF extension of this work here)

Installation

conda env create -f spec.yml

Training

Specify the dataset and log path in config/conf_file.yaml then run:

python train.py --conf config/conf_file.yaml

Visualizations

These visualizations were produced with higher resolution for illustration purposes.

Citation

If you use this this code for your research, please cite our paper using:

@inproceedings{mariotti2021viewnet,
  title={ViewNet: unsupervised viewpoint estimation from conditional generation},
  author={Mariotti, Octave and Mac Aodha, Oisin and Bilen, Hakan},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={10418--10428},
  year={2021}
}