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Stylize NeRF with AdaIN

arXiv

slide

Visual results

Multi-NeRF flower 0

Multi-NeRF flower 1

Multi-NeRF room

MultiNeRF leave

Interpolate dinosaur

Interpolate horn

AdaIN results

AdaIN result 0

AdaIN result 1

AdaIN result 2

AdaIN result 3

AdaIN result 4

AdaIN result 5

AdaIN result 6

AdaIN result 7

AdaIN result 8

AdaIN result 9

AdaIN result 10

NeRF results

NeRF result 0

Directly Style Transfer by AdaIN on NeRF

AdaIN on NeRF result 0

AdaIN on NeRF result 1

Train NeRF on Style-Transfered Images by AdaIN

NeRF on AdaIN result 0

NeRF on AdaIN result 1

NeRF on AdaIN result 2

NeRF on AdaIN result 3

Introduction and More Results

Stylize NeRF with AdaIN

Citation

The original paper of AdaIN

@inproceedings{huang2017adain,
  title={Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization},
  author={Huang, Xun and Belongie, Serge},
  booktitle={ICCV},
  year={2017}
}

The original paper of NeRF

@misc{mildenhall2020nerf,
    title={NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis},
    author={Ben Mildenhall and Pratul P. Srinivasan and Matthew Tancik and Jonathan T. Barron and Ravi Ramamoorthi and Ren Ng},
    year={2020},
    eprint={2003.08934},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

pytorch-implementation for NeRF

@misc{lin2020nerfpytorch,
  title={NeRF-pytorch},
  author={Yen-Chen, Lin},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished={\url{https://github.com/yenchenlin/nerf-pytorch/}},
  year={2020}
}