dino-vitb16-finetuned-galaxy10-decals
This model is a fine-tuned version of facebook/dino-vitb16 on the matthieulel/galaxy10_decals dataset. It achieves the following results on the evaluation set:
- Loss: 1.3956
- Accuracy: 0.5062
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: 1e-07
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.2
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 2.8951 | 0.9940 | 124 | 2.7751 | 0.0868 |
| 2.5724 | 1.9960 | 249 | 2.5352 | 0.0817 |
| 2.2714 | 2.9980 | 374 | 2.2738 | 0.1285 |
| 2.0997 | 4.0 | 499 | 2.0739 | 0.2182 |
| 1.9182 | 4.9940 | 623 | 1.9210 | 0.3027 |
| 1.8259 | 5.9960 | 748 | 1.8074 | 0.3608 |
| 1.7096 | 6.9980 | 873 | 1.7133 | 0.3923 |
| 1.667 | 8.0 | 998 | 1.6444 | 0.4177 |
| 1.5932 | 8.9940 | 1122 | 1.5951 | 0.4335 |
| 1.5421 | 9.9960 | 1247 | 1.5479 | 0.4464 |
| 1.5117 | 10.9980 | 1372 | 1.5130 | 0.4600 |
| 1.489 | 12.0 | 1497 | 1.4821 | 0.4735 |
| 1.4881 | 12.9940 | 1621 | 1.4592 | 0.4786 |
| 1.4648 | 13.9960 | 1746 | 1.4420 | 0.4865 |
| 1.4387 | 14.9980 | 1871 | 1.4277 | 0.4927 |
| 1.46 | 16.0 | 1996 | 1.4154 | 0.4994 |
| 1.4393 | 16.9940 | 2120 | 1.4056 | 0.5 |
| 1.4471 | 17.9960 | 2245 | 1.3995 | 0.5045 |
| 1.4085 | 18.9980 | 2370 | 1.3956 | 0.5062 |
| 1.4227 | 19.8798 | 2480 | 1.3948 | 0.5056 |
Framework versions
- Transformers 4.40.1
- Pytorch 1.12.1+cu116
- Datasets 2.19.0
- Tokenizers 0.19.1