Model save
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README.md
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base_model: nguyenkhoa/dinov2_Liveness_detection_v2.1.4
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tags:
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- generated_from_trainer
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model-index:
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- name: dinov2_Liveness_detection_v2.2.1
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results: []
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# dinov2_Liveness_detection_v2.2.1
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This model is a fine-tuned version of [nguyenkhoa/dinov2_Liveness_detection_v2.1.4](https://huggingface.co/nguyenkhoa/dinov2_Liveness_detection_v2.1.4) on an unknown dataset.
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## Model description
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- num_epochs: 5
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- mixed_precision_training: Native AMP
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### Framework versions
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- Transformers 4.47.0
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base_model: nguyenkhoa/dinov2_Liveness_detection_v2.1.4
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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- recall
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- precision
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model-index:
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- name: dinov2_Liveness_detection_v2.2.1
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results: []
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# dinov2_Liveness_detection_v2.2.1
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This model is a fine-tuned version of [nguyenkhoa/dinov2_Liveness_detection_v2.1.4](https://huggingface.co/nguyenkhoa/dinov2_Liveness_detection_v2.1.4) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0301
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- Accuracy: 0.9910
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- F1: 0.9910
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- Recall: 0.9910
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- Precision: 0.9910
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## Model description
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- num_epochs: 5
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Recall | Precision |
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|:-------------:|:------:|:----:|:---------------:|:--------:|:------:|:------:|:---------:|
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| 0.4052 | 0.3232 | 64 | 0.0775 | 0.9712 | 0.9713 | 0.9712 | 0.9712 |
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| 0.0784 | 0.6465 | 128 | 0.0545 | 0.9803 | 0.9803 | 0.9803 | 0.9804 |
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| 0.0639 | 0.9697 | 192 | 0.0615 | 0.9771 | 0.9772 | 0.9771 | 0.9772 |
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| 0.0479 | 1.2929 | 256 | 0.0572 | 0.9795 | 0.9794 | 0.9795 | 0.9800 |
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| 0.0439 | 1.6162 | 320 | 0.0422 | 0.9844 | 0.9844 | 0.9844 | 0.9844 |
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| 0.0392 | 1.9394 | 384 | 0.0564 | 0.9803 | 0.9801 | 0.9803 | 0.9810 |
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| 0.0374 | 2.2626 | 448 | 0.0464 | 0.9837 | 0.9837 | 0.9837 | 0.9837 |
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| 0.0273 | 2.5859 | 512 | 0.0378 | 0.9861 | 0.9861 | 0.9861 | 0.9861 |
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| 0.0271 | 2.9091 | 576 | 0.0336 | 0.9883 | 0.9883 | 0.9883 | 0.9884 |
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| 0.021 | 3.2323 | 640 | 0.0418 | 0.9859 | 0.9859 | 0.9859 | 0.9859 |
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| 0.019 | 3.5556 | 704 | 0.0454 | 0.9848 | 0.9849 | 0.9848 | 0.9849 |
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| 0.0177 | 3.8788 | 768 | 0.0359 | 0.9883 | 0.9883 | 0.9883 | 0.9883 |
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| 0.0134 | 4.2020 | 832 | 0.0410 | 0.9874 | 0.9874 | 0.9874 | 0.9877 |
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| 0.0102 | 4.5253 | 896 | 0.0314 | 0.9910 | 0.9910 | 0.9910 | 0.9910 |
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| 0.0103 | 4.8485 | 960 | 0.0301 | 0.9910 | 0.9910 | 0.9910 | 0.9910 |
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### Framework versions
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- Transformers 4.47.0
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model.safetensors
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