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11
CITATION.md
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@ -55,6 +55,17 @@ If you use deepface in your research for facial attribute analysis purposes such
We have additionally released these papers within the DeepFace project for a multitude of purposes. We have additionally released these papers within the DeepFace project for a multitude of purposes.
```BibTeX
@misc{serengil2025cipherface,
title = {CipherFace: A Fully Homomorphic Encryption-Driven Framework for Secure Cloud-Based Facial Recognition},
author = {Serengil, Sefik and Ozpinar, Alper},
year = {2025},
publisher = {arXiv},
url = {https://arxiv.org/abs/2502.18514},
doi = {10.48550/arXiv.2502.18514}
}
```
```BibTeX ```BibTeX
@misc{serengil2023db, @misc{serengil2023db,
title = {An evaluation of sql and nosql databases for facial recognition pipelines}, title = {An evaluation of sql and nosql databases for facial recognition pipelines},

63
README.md
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@ -16,7 +16,13 @@
[![GitHub Sponsors](https://img.shields.io/github/sponsors/serengil?logo=GitHub&color=lightgray)](https://github.com/sponsors/serengil) [![GitHub Sponsors](https://img.shields.io/github/sponsors/serengil?logo=GitHub&color=lightgray)](https://github.com/sponsors/serengil)
[![Buy Me a Coffee](https://img.shields.io/badge/-buy_me_a%C2%A0coffee-gray?logo=buy-me-a-coffee)](https://buymeacoffee.com/serengil) [![Buy Me a Coffee](https://img.shields.io/badge/-buy_me_a%C2%A0coffee-gray?logo=buy-me-a-coffee)](https://buymeacoffee.com/serengil)
<a href="https://trendshift.io/repositories/4227" target="_blank"><img src="https://trendshift.io/api/badge/repositories/4227" alt="serengil%2Fdeepface | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a> <div align="center">
<a href="https://trendshift.io/repositories/4227" target="_blank"><img src="https://trendshift.io/api/badge/repositories/4227" alt="serengil%2Fdeepface | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
<a href="https://www.producthunt.com/posts/deepface?embed=true&utm_source=badge-featured&utm_medium=badge&utm_souce=badge-deepface" target="_blank">
<img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=753599&theme=light" alt="DeepFace - A Lightweight Deep Face Recognition Library for Python | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" />
</a>
</div>
<!-- <!--
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@ -399,7 +405,7 @@ Before creating a PR, you should run the unit tests and linting locally by runni
There are many ways to support a project - starring⭐️ the GitHub repo is just one 🙏 There are many ways to support a project - starring⭐️ the GitHub repo is just one 🙏
If you do like this work, then you can support it financially on [Patreon](https://www.patreon.com/serengil?repo=deepface), [GitHub Sponsors](https://github.com/sponsors/serengil) or [Buy Me a Coffee](https://buymeacoffee.com/serengil). Also, your company's logo will be shown on README on GitHub and PyPI if you become a sponsor in gold, silver or bronze tiers. If you do like this work, then you can support it financially on [Patreon](https://www.patreon.com/serengil?repo=deepface), [GitHub Sponsors](https://github.com/sponsors/serengil) or [Buy Me a Coffee](https://buymeacoffee.com/serengil). Also, your company's logo will be shown on README on GitHub if you become a sponsor in gold, silver or bronze tiers.
<a href="https://www.patreon.com/serengil?repo=deepface"> <a href="https://www.patreon.com/serengil?repo=deepface">
<img src="https://raw.githubusercontent.com/serengil/deepface/master/icon/patreon.png" width="30%" height="30%"> <img src="https://raw.githubusercontent.com/serengil/deepface/master/icon/patreon.png" width="30%" height="30%">
@ -429,12 +435,13 @@ Additionally, you can help us reach a wider audience by upvoting our posts on Ha
## Citation ## Citation
Please cite deepface in your publications if it helps your research - see [`CITATIONS`](https://github.com/serengil/deepface/blob/master/CITATION.md) for more details. Here are its BibTex entries: Please cite deepface in your publications if it helps your research.
If you use deepface in your research for facial recognition or face detection purposes, please cite these publications: <details>
<summary>S. Serengil and A. Ozpinar, <b>"A Benchmark of Facial Recognition Pipelines and Co-Usability Performances of Modules"</b>, <i>Journal of Information Technologies</i>, vol. 17, no. 2, pp. 95-107, 2024.</summary>
```BibTeX ```BibTeX
@article{serengil2024lightface, @article{serengil2024lightface,
title = {A Benchmark of Facial Recognition Pipelines and Co-Usability Performances of Modules}, title = {A Benchmark of Facial Recognition Pipelines and Co-Usability Performances of Modules},
author = {Serengil, Sefik and Ozpinar, Alper}, author = {Serengil, Sefik and Ozpinar, Alper},
journal = {Journal of Information Technologies}, journal = {Journal of Information Technologies},
@ -445,11 +452,15 @@ If you use deepface in your research for facial recognition or face detection pu
doi = {10.17671/gazibtd.1399077}, doi = {10.17671/gazibtd.1399077},
url = {https://dergipark.org.tr/en/pub/gazibtd/issue/84331/1399077}, url = {https://dergipark.org.tr/en/pub/gazibtd/issue/84331/1399077},
publisher = {Gazi University} publisher = {Gazi University}
} }
``` ```
</details>
```BibTeX <details>
@inproceedings{serengil2020lightface, <summary>S. I. Serengil and A. Ozpinar, <b>"LightFace: A Hybrid Deep Face Recognition Framework"</b>, <i>2020 Innovations in Intelligent Systems and Applications Conference (ASYU)</i>, 2020, pp. 23-27.</summary>
```BibTeX
@inproceedings{serengil2020lightface,
title = {LightFace: A Hybrid Deep Face Recognition Framework}, title = {LightFace: A Hybrid Deep Face Recognition Framework},
author = {Serengil, Sefik Ilkin and Ozpinar, Alper}, author = {Serengil, Sefik Ilkin and Ozpinar, Alper},
booktitle = {2020 Innovations in Intelligent Systems and Applications Conference (ASYU)}, booktitle = {2020 Innovations in Intelligent Systems and Applications Conference (ASYU)},
@ -458,13 +469,15 @@ If you use deepface in your research for facial recognition or face detection pu
doi = {10.1109/ASYU50717.2020.9259802}, doi = {10.1109/ASYU50717.2020.9259802},
url = {https://ieeexplore.ieee.org/document/9259802}, url = {https://ieeexplore.ieee.org/document/9259802},
organization = {IEEE} organization = {IEEE}
} }
``` ```
</details>
On the other hand, if you use deepface in your research for facial attribute analysis purposes such as age, gender, emotion or ethnicity prediction tasks, please cite this publication. <details>
<summary>S. I. Serengil and A. Ozpinar, <b>"HyperExtended LightFace: A Facial Attribute Analysis Framework"</b>, <i>2021 International Conference on Engineering and Emerging Technologies (ICEET)</i>, 2021, pp. 1-4.</summary>
```BibTeX ```BibTeX
@inproceedings{serengil2021lightface, @inproceedings{serengil2021lightface,
title = {HyperExtended LightFace: A Facial Attribute Analysis Framework}, title = {HyperExtended LightFace: A Facial Attribute Analysis Framework},
author = {Serengil, Sefik Ilkin and Ozpinar, Alper}, author = {Serengil, Sefik Ilkin and Ozpinar, Alper},
booktitle = {2021 International Conference on Engineering and Emerging Technologies (ICEET)}, booktitle = {2021 International Conference on Engineering and Emerging Technologies (ICEET)},
@ -473,8 +486,24 @@ On the other hand, if you use deepface in your research for facial attribute ana
doi = {10.1109/ICEET53442.2021.9659697}, doi = {10.1109/ICEET53442.2021.9659697},
url = {https://ieeexplore.ieee.org/document/9659697}, url = {https://ieeexplore.ieee.org/document/9659697},
organization = {IEEE} organization = {IEEE}
} }
``` ```
</details>
<details>
<summary>S. Serengil and A. Ozpinar, <b>"CipherFace: A Fully Homomorphic Encryption-Driven Framework for Secure Cloud-Based Facial Recognition"</b>, arXiv preprint arXiv: 2502.18154, 2025.</summary>
```BibTeX
@misc{serengil2025cipherface,
title = {CipherFace: A Fully Homomorphic Encryption-Driven Framework for Secure Cloud-Based Facial Recognition},
author = {Serengil, Sefik and Ozpinar, Alper},
year = {2025},
publisher = {arXiv},
url = {https://arxiv.org/abs/2502.18514},
doi = {10.48550/arXiv.2502.18514}
}
```
</details>
Also, if you use deepface in your GitHub projects, please add `deepface` in the `requirements.txt`. Also, if you use deepface in your GitHub projects, please add `deepface` in the `requirements.txt`.

3
deepface/modules/verification.py
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@ -141,7 +141,8 @@ def verify(
""" """
if isinstance(img_path, list): if isinstance(img_path, list):
# given image is already pre-calculated embedding # given image is already pre-calculated embedding
if not all(isinstance(dim, float) for dim in img_path): if not all(isinstance(dim, (float, int)) for dim in img_path):
raise ValueError( raise ValueError(
f"When passing img{index}_path as a list," f"When passing img{index}_path as a list,"
" ensure that all its items are of type float." " ensure that all its items are of type float."