yuus2733/toyotacars_classifier
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: 0.3304
- Validation Loss: 1.1095
- Train Accuracy: 0.7028
- Epoch: 29
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': 43110, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': np.float32(0.9), 'beta_2': np.float32(0.999), 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: float32
Training results
Train Loss | Validation Loss | Train Accuracy | Epoch |
---|---|---|---|
2.9793 | 2.8834 | 0.1556 | 0 |
2.8141 | 2.7550 | 0.25 | 1 |
2.6444 | 2.5301 | 0.3361 | 2 |
2.4691 | 2.3374 | 0.4722 | 3 |
2.2959 | 2.1452 | 0.5333 | 4 |
2.0945 | 2.0539 | 0.5389 | 5 |
1.9633 | 1.8626 | 0.5722 | 6 |
1.8124 | 1.8536 | 0.55 | 7 |
1.6898 | 1.6423 | 0.6083 | 8 |
1.5422 | 1.5292 | 0.6222 | 9 |
1.4272 | 1.4585 | 0.6306 | 10 |
1.3109 | 1.4785 | 0.6222 | 11 |
1.1907 | 1.3007 | 0.6861 | 12 |
1.0850 | 1.2980 | 0.6833 | 13 |
1.0577 | 1.2130 | 0.7056 | 14 |
0.9468 | 1.1251 | 0.7167 | 15 |
0.8517 | 1.3172 | 0.6472 | 16 |
0.8206 | 1.1645 | 0.7083 | 17 |
0.7459 | 1.1768 | 0.6972 | 18 |
0.6864 | 1.1457 | 0.6778 | 19 |
0.6379 | 1.1162 | 0.6972 | 20 |
0.5928 | 1.0945 | 0.7056 | 21 |
0.5569 | 1.0542 | 0.7139 | 22 |
0.5276 | 1.1110 | 0.7083 | 23 |
0.4715 | 1.0347 | 0.7222 | 24 |
0.4470 | 0.9403 | 0.7222 | 25 |
0.4112 | 0.9729 | 0.7222 | 26 |
0.4101 | 1.0422 | 0.6944 | 27 |
0.3707 | 1.0415 | 0.6917 | 28 |
0.3304 | 1.1095 | 0.7028 | 29 |
Framework versions
- Transformers 4.50.3
- TensorFlow 2.19.0
- Datasets 3.5.0
- Tokenizers 0.21.1
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Base model
google/vit-base-patch16-224-in21k