Prahas10/roof-test
This model is a fine-tuned version of google/vit-base-patch32-384 on an unknown dataset. It achieves the following results on the evaluation set:
- Train Loss: 0.0637
- Validation Loss: 0.1264
- Train Accuracy: 0.9474
- Epoch: 28
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': 4e-05, 'decay_steps': 3990, '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': 0.0001}
- training_precision: float32
Training results
Train Loss | Validation Loss | Train Accuracy | Epoch |
---|---|---|---|
2.6939 | 2.4863 | 0.2807 | 0 |
2.1820 | 2.2454 | 0.4912 | 1 |
1.8026 | 1.8798 | 0.4912 | 2 |
1.4641 | 1.6673 | 0.5439 | 3 |
1.1288 | 1.3594 | 0.6842 | 4 |
0.9426 | 1.0517 | 0.8070 | 5 |
0.6577 | 0.8531 | 0.8421 | 6 |
0.5025 | 0.6971 | 0.8772 | 7 |
0.3976 | 0.5785 | 0.8596 | 8 |
0.3052 | 0.5568 | 0.9123 | 9 |
0.2562 | 0.5137 | 0.8947 | 10 |
0.3250 | 0.4415 | 0.9298 | 11 |
0.2773 | 0.8003 | 0.7368 | 12 |
0.2694 | 0.4544 | 0.8421 | 13 |
0.2180 | 0.5179 | 0.8947 | 14 |
0.1515 | 0.3450 | 0.9825 | 15 |
0.1386 | 0.2818 | 0.9825 | 16 |
0.1058 | 0.1962 | 0.9649 | 17 |
0.0724 | 0.2456 | 0.9825 | 18 |
0.0604 | 0.2432 | 0.9649 | 19 |
0.0718 | 0.2548 | 1.0 | 20 |
0.0507 | 0.2760 | 0.9474 | 21 |
0.0453 | 0.1565 | 0.9825 | 22 |
0.0274 | 0.1377 | 0.9825 | 23 |
0.0396 | 0.1906 | 0.9649 | 24 |
0.0360 | 0.1217 | 0.9825 | 25 |
0.0307 | 0.2234 | 0.9474 | 26 |
0.0427 | 0.2861 | 0.9298 | 27 |
0.0637 | 0.1264 | 0.9474 | 28 |
Framework versions
- Transformers 4.38.2
- TensorFlow 2.15.0
- Datasets 2.16.1
- Tokenizers 0.15.2
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Base model
google/vit-base-patch32-384