Entrnal_eyes_data_6_true_agoiment211_model2
This model is a fine-tuned version of google/vit-base-patch16-224-in21k on an unknown dataset. It achieves the following results on the evaluation set:
- Train Loss: 0.0883
- Train Accuracy: 0.9406
- Train Top-3-accuracy: 0.9940
- Validation Loss: 0.2930
- Validation Accuracy: 0.9430
- Validation Top-3-accuracy: 0.9943
- Epoch: 9
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:
- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 3e-05, 'decay_steps': 620, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: float32
Training results
Train Loss | Train Accuracy | Train Top-3-accuracy | Validation Loss | Validation Accuracy | Validation Top-3-accuracy | Epoch |
---|---|---|---|---|---|---|
1.1642 | 0.5159 | 0.8895 | 0.8054 | 0.6679 | 0.9485 | 0 |
0.5389 | 0.7360 | 0.9637 | 0.4377 | 0.7847 | 0.9737 | 1 |
0.3063 | 0.8169 | 0.9788 | 0.3756 | 0.8425 | 0.9825 | 2 |
0.2024 | 0.8607 | 0.9848 | 0.3307 | 0.8758 | 0.9868 | 3 |
0.1515 | 0.8875 | 0.9882 | 0.3064 | 0.8976 | 0.9893 | 4 |
0.1205 | 0.9058 | 0.9902 | 0.2965 | 0.9127 | 0.9909 | 5 |
0.1071 | 0.9184 | 0.9916 | 0.2962 | 0.9234 | 0.9921 | 6 |
0.0969 | 0.9277 | 0.9926 | 0.2831 | 0.9316 | 0.9930 | 7 |
0.0948 | 0.9348 | 0.9934 | 0.2905 | 0.9379 | 0.9937 | 8 |
0.0883 | 0.9406 | 0.9940 | 0.2930 | 0.9430 | 0.9943 | 9 |
Framework versions
- Transformers 4.44.2
- TensorFlow 2.15.1
- Datasets 3.0.0
- Tokenizers 0.19.1
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Base model
google/vit-base-patch16-224-in21k