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README.md CHANGED
@@ -1,14 +1,9 @@
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  ---
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- library_name: transformers
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  license: apache-2.0
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  base_model: facebook/dinov2-small
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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_LoRA_Liveness_detection_v1.0
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  results: []
@@ -17,21 +12,10 @@ model-index:
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  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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- [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/isfrd6lh)
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- [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/isfrd6lh)
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- [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/isfrd6lh)
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- [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/isfrd6lh)
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- [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/isfrd6lh)
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- [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/isfrd6lh)
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  # dinov2_LoRA_Liveness_detection_v1.0
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  This model is a fine-tuned version of [facebook/dinov2-small](https://huggingface.co/facebook/dinov2-small) on an unknown dataset.
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- It achieves the following results on the evaluation set:
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- - Loss: 0.5907
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- - Accuracy: 0.73
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- - F1: 0.6161
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- - Recall: 0.73
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- - Precision: 1.0
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  ## Model description
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@@ -51,7 +35,7 @@ More information needed
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  The following hyperparameters were used during training:
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  - learning_rate: 5e-05
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- - train_batch_size: 128
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  - eval_batch_size: 8
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
@@ -59,20 +43,10 @@ The following hyperparameters were used during training:
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  - num_epochs: 3
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  - mixed_precision_training: Native AMP
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- ### Training results
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-
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- | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Recall | Precision |
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- |:-------------:|:------:|:----:|:---------------:|:--------:|:------:|:------:|:---------:|
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- | No log | 0.5714 | 4 | 0.9313 | 0.73 | 0.6161 | 0.73 | 1.0 |
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- | No log | 1.1429 | 8 | 0.8139 | 0.73 | 0.6161 | 0.73 | 1.0 |
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- | No log | 1.7143 | 12 | 1.0522 | 0.73 | 0.6161 | 0.73 | 1.0 |
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- | 1.5763 | 2.2857 | 16 | 0.8668 | 0.285 | 0.1614 | 0.285 | 0.9305 |
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- | 1.5763 | 2.8571 | 20 | 0.5907 | 0.73 | 0.6161 | 0.73 | 1.0 |
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-
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-
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  ### Framework versions
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  - Transformers 4.44.2
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  - Pytorch 2.4.1+cu121
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  - Datasets 3.2.0
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- - Tokenizers 0.19.1
 
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  ---
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+ library_name: peft
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  license: apache-2.0
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  base_model: facebook/dinov2-small
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  tags:
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  - generated_from_trainer
 
 
 
 
 
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  model-index:
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  - name: dinov2_LoRA_Liveness_detection_v1.0
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  results: []
 
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  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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+ [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenkhoaht002/liveness_detection/runs/qt5odc7e)
 
 
 
 
 
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  # dinov2_LoRA_Liveness_detection_v1.0
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  This model is a fine-tuned version of [facebook/dinov2-small](https://huggingface.co/facebook/dinov2-small) on an unknown dataset.
 
 
 
 
 
 
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  ## Model description
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  The following hyperparameters were used during training:
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  - learning_rate: 5e-05
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+ - train_batch_size: 512
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  - eval_batch_size: 8
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 
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  - num_epochs: 3
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  - mixed_precision_training: Native AMP
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  ### Framework versions
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+ - PEFT 0.14.0
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  - Transformers 4.44.2
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  - Pytorch 2.4.1+cu121
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  - Datasets 3.2.0
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+ - Tokenizers 0.19.1
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