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# weeds_hfclass12
Model is trained on balanced dataset/ 250 image per class/ .8 .1 .1 split/ 224x224 resized

Dataset: https://www.kaggle.com/datasets/vbookshelf/v2-plant-seedlings-dataset

This model is a fine-tuned version of [microsoft/beit-base-patch16-224-pt22k-ft22k](https://huggingface.co/microsoft/beit-base-patch16-224-pt22k-ft22k) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1257
- Accuracy: 0.96

## 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: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 1.6013        | 0.99  | 37   | 0.7579          | 0.8067   |
| 0.3887        | 1.99  | 74   | 0.2834          | 0.9033   |
| 0.2846        | 2.99  | 111  | 0.2767          | 0.9      |
| 0.2086        | 3.99  | 148  | 0.2642          | 0.9067   |
| 0.1664        | 4.99  | 185  | 0.2016          | 0.9333   |
| 0.168         | 5.99  | 222  | 0.1498          | 0.9533   |
| 0.1159        | 6.99  | 259  | 0.1607          | 0.9533   |
| 0.1195        | 7.99  | 296  | 0.1719          | 0.9467   |
| 0.1013        | 8.99  | 333  | 0.1442          | 0.9533   |
| 0.0939        | 9.99  | 370  | 0.1257          | 0.96     |


### 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