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# weeds_swin_balanced

This model is a fine-tuned version of [microsoft/swin-base-patch4-window7-224-in22k](https://huggingface.co/microsoft/swin-base-patch4-window7-224-in22k) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1356
- Accuracy: 0.9667

## 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: 5e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 0.5298        | 1.0   | 150  | 0.3729          | 0.8633   |
| 0.4204        | 2.0   | 300  | 0.2560          | 0.8933   |
| 0.3229        | 3.0   | 450  | 0.3213          | 0.88     |
| 0.2347        | 4.0   | 600  | 0.2031          | 0.9233   |
| 0.3342        | 5.0   | 750  | 0.1912          | 0.9367   |
| 0.2106        | 6.0   | 900  | 0.1365          | 0.9467   |
| 0.1891        | 7.0   | 1050 | 0.1927          | 0.97     |
| 0.0629        | 8.0   | 1200 | 0.1726          | 0.9467   |
| 0.1169        | 9.0   | 1350 | 0.1363          | 0.9633   |
| 0.0426        | 10.0  | 1500 | 0.1356          | 0.9667   |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1+cu117
- Datasets 2.10.1
- Tokenizers 0.13.2

black-grass charlock small-flowered cranesbill sugar beet cleavers common chickweed common wheat fat hen loose silky-bent maize scentless mayweed shepherds purse