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dinov2_LoRA_Liveness_detection_v1.0
nguyenkhoa/dinov2_LoRA_Liveness_detection_v1.0
dinov2_LoRA_Liveness_detection_v1.0 is a machine learning model from nguyenkhoa. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- License
- apache-2.0
- Model type
- dinov2
- Access
- Public
- Created
- Jan 8, 2025
- Updated
- Jan 9, 2025
- SHA
- bddabbcf
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
dinov2_LoRA_Liveness_detection_v1.0
This model is a fine-tuned version of facebook/dinov2-small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0073
- Accuracy: 0.9979
- F1: 0.9979
- Recall: 0.9979
- Precision: 0.9979
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 512
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Recall | Precision |
|---|---|---|---|---|---|---|---|
| 0.0256 | 0.4076 | 64 | 0.0211 | 0.9931 | 0.9931 | 0.9931 | 0.9931 |
| 0.0164 | 0.8153 | 128 | 0.0153 | 0.9943 | 0.9943 | 0.9943 | 0.9943 |
| 0.0073 | 1.2229 | 192 | 0.0116 | 0.9962 | 0.9962 | 0.9962 | 0.9962 |
| 0.0073 | 1.6306 | 256 | 0.0073 | 0.9974 | 0.9974 | 0.9974 | 0.9974 |
| 0.0082 | 2.0382 | 320 | 0.0076 | 0.9977 | 0.9977 | 0.9977 | 0.9977 |
| 0.0048 | 2.4459 | 384 | 0.0070 | 0.9977 | 0.9977 | 0.9977 | 0.9977 |
| 0.0019 | 2.8535 | 448 | 0.0073 | 0.9979 | 0.9979 | 0.9979 | 0.9979 |
Framework versions
- PEFT 0.14.0
- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 3.2.0
- Tokenizers 0.19.1
- Library
- peft
- Type
- dinov2
- License
- apache-2.0
- Created
- Jan 8, 2025
- Updated
- Jan 9, 2025