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@@ -36,6 +36,9 @@ These models are intended for research purposes in affective computing, human-AI
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  **Out-of-Scope Use:**
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  These models are trained on synthetic faces and may not generalize well to real-world, in-the-wild images without further adaptation. They should not be used for making critical decisions about individuals, for surveillance, or in any manner that could lead to discriminatory outcomes.
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  ## How to Use
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  These are individual `.pth` files, each corresponding to one emotion classifier. To use them, you will typically:
@@ -249,7 +252,7 @@ If you use these models or the EMoNet-FACE benchmark in your research, please ci
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  @inproceedings{schuhmann2025emonetface,
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  title={{EMONET-FACE: An Expert-Annotated Benchmark for Synthetic Emotion Recognition}},
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  author={Schuhmann, Christoph and Kaczmarczyk, Robert and Rabby, Gollam and Kraus, Maurice and Friedrich, Felix and Nguyen, Huu and Kalyan, Krishna and Nadi, Kourosh and Kersting, Kristian and Auer, Sören},
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- booktitle={Conference on Neural Information Processing Systems (NeurIPS) Track on Datasets and Benchmarks},
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  year={2025} % Or actual year of publication
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  % TODO: Add URL/DOI when available
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  }
 
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  **Out-of-Scope Use:**
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  These models are trained on synthetic faces and may not generalize well to real-world, in-the-wild images without further adaptation. They should not be used for making critical decisions about individuals, for surveillance, or in any manner that could lead to discriminatory outcomes.
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+ ## Google Colab
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+ https://colab.research.google.com/drive/11oUMo2HX0OuD9dx5ZM4ltNvoYxbI65hu?usp=sharing
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+
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  ## How to Use
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  These are individual `.pth` files, each corresponding to one emotion classifier. To use them, you will typically:
 
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  @inproceedings{schuhmann2025emonetface,
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  title={{EMONET-FACE: An Expert-Annotated Benchmark for Synthetic Emotion Recognition}},
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  author={Schuhmann, Christoph and Kaczmarczyk, Robert and Rabby, Gollam and Kraus, Maurice and Friedrich, Felix and Nguyen, Huu and Kalyan, Krishna and Nadi, Kourosh and Kersting, Kristian and Auer, Sören},
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+ booktitle={Arxiv Preprint},
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  year={2025} % Or actual year of publication
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  % TODO: Add URL/DOI when available
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  }