### Citation References for NextFace in BibTeX Format

Source: https://github.com/abdallahdib/nextface/blob/main/README.md

BibTeX entries for academic papers related to NextFace implementation, including work on differentiable ray tracing, high fidelity face reconstruction, and self-supervised learning approaches.

```bibtex
@inproceedings{dib2021practical,
  title={Practical face reconstruction via differentiable ray tracing},
  author={Dib, Abdallah and Bharaj, Gaurav and Ahn, Junghyun and Th{\'e}bault, C{\'e}dric and Gosselin, Philippe and Romeo, Marco and Chevallier, Louis},
  booktitle={Computer Graphics Forum},
  volume={40},
  number={2},
  pages={153--164},
  year={2021},
  organization={Wiley Online Library}
}

@inproceedings{dib2021towards,
  title={Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing},
  author={Dib, Abdallah and Thebault, Cedric and Ahn, Junghyun and Gosselin, Philippe-Henri and Theobalt, Christian and Chevallier, Louis},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={12819--12829},
  year={2021}
}

@article{dib2022s2f2,
  title={S2F2: Self-Supervised High Fidelity Face Reconstruction from Monocular Image},
  author={Dib, Abdallah and Ahn, Junghyun and Thebault, Cedric and Gosselin, Philippe-Henri and Chevallier, Louis},
  journal={arXiv preprint arXiv:2203.07732},
  year={2022}
}
```

--------------------------------

### Running NextFace for Single Image Reconstruction in Python

Source: https://github.com/abdallahdib/nextface/blob/main/README.md

Command to run the optimizer with a single input image. It processes the image and saves reconstruction results to the specified output path.

```bash
python optimizer.py --input *path-to-your-input-image* --output *output-path-where-to-save-results*
```

--------------------------------

### Running NextFace for Batch Reconstruction in Python

Source: https://github.com/abdallahdib/nextface/blob/main/README.md

Command to run batch optimization on multiple images with the same resolution. Images should be placed in the same directory for processing.

```bash
python optimizer.py --input *path-to-your-folder-that-contains-all-ur-images* --output *output-path-where-to-save-results*
```

--------------------------------

### Running NextFace for Multiple Images of the Same Person in Python

Source: https://github.com/abdallahdib/nextface/blob/main/README.md

Command to run optimization on multiple images of the same person using the shared identity flag. This approach produces better face reflectance and geometry estimation.

```bash
python optimizer.py --sharedIdentity --input *path-to-your-folder-that-contains-all-ur-images* --output *output-path-where-to-save-results*
```

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