beit-base-patch16-224-pt22k-ft22k-finetuned-plantorgans
This model is a fine-tuned version of microsoft/beit-base-patch16-224-pt22k-ft22k on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set:
- Loss: 1.2004
- Mean Iou: 0.0260
- Mean Accuracy: 0.0325
- Overall Accuracy: 0.0435
- Accuracy Void: nan
- Accuracy Fruit: 0.1299
- Accuracy Leaf: 0.0
- Accuracy Flower: 0.0
- Accuracy Stem: 0.0001
- Iou Void: 0.0
- Iou Fruit: 0.1299
- Iou Leaf: 0.0
- Iou Flower: 0.0
- Iou Stem: 0.0001
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: 10
- eval_batch_size: 10
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 10.0
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Void | Accuracy Fruit | Accuracy Leaf | Accuracy Flower | Accuracy Stem | Iou Void | Iou Fruit | Iou Leaf | Iou Flower | Iou Stem |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0657 | 1.0 | 575 | 1.1178 | 0.0158 | 0.0197 | 0.0261 | nan | 0.0776 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0776 | 0.0 | 0.0 | 0.0012 |
0.5398 | 2.0 | 1150 | 1.0816 | 0.0361 | 0.0451 | 0.0599 | nan | 0.1783 | 0.0000 | 0.0 | 0.0020 | 0.0 | 0.1783 | 0.0000 | 0.0 | 0.0020 |
0.4794 | 3.0 | 1725 | 1.2122 | 0.0110 | 0.0138 | 0.0179 | nan | 0.0517 | 0.0003 | 0.0 | 0.0032 | 0.0 | 0.0517 | 0.0003 | 0.0 | 0.0032 |
0.446 | 4.0 | 2300 | 1.3138 | 0.0114 | 0.0142 | 0.0189 | nan | 0.0562 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0562 | 0.0 | 0.0 | 0.0006 |
0.4422 | 5.0 | 2875 | 1.2360 | 0.0005 | 0.0006 | 0.0006 | nan | 0.0012 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0013 |
0.4183 | 6.0 | 3450 | 1.3598 | 0.0177 | 0.0221 | 0.0296 | nan | 0.0885 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0885 | 0.0 | 0.0 | 0.0 |
0.3921 | 7.0 | 4025 | 1.2523 | 0.0267 | 0.0333 | 0.0446 | nan | 0.1333 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.1333 | 0.0000 | 0.0 | 0.0 |
0.3743 | 8.0 | 4600 | 1.3146 | 0.0401 | 0.0502 | 0.0670 | nan | 0.2002 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.2001 | 0.0 | 0.0 | 0.0005 |
0.3695 | 9.0 | 5175 | 1.2873 | 0.0294 | 0.0368 | 0.0492 | nan | 0.1472 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.1471 | 0.0 | 0.0 | 0.0001 |
0.3796 | 10.0 | 5750 | 1.2004 | 0.0260 | 0.0325 | 0.0435 | nan | 0.1299 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.1299 | 0.0 | 0.0 | 0.0001 |
Framework versions
- Transformers 4.38.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
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Model tree for farmaieu/beit-base-patch16-224-pt22k-ft22k-finetuned-plantorgans
Base model
microsoft/beit-base-patch16-224-pt22k-ft22k