segformer-b0-finetuned-segments-SixrayKnife8-21-2024_saad2
This model is a fine-tuned version of nvidia/mit-b0 on the saad7489/SixraygunTest dataset. It achieves the following results on the evaluation set:
- Loss: 0.3358
- Mean Iou: 0.7746
- Mean Accuracy: 0.8963
- Overall Accuracy: 0.9817
- Accuracy Bkg: 0.9889
- Accuracy Knife: 0.8285
- Accuracy Gun: 0.8716
- Iou Bkg: 0.9833
- Iou Knife: 0.6954
- Iou Gun: 0.6451
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: 6e-05
- train_batch_size: 20
- eval_batch_size: 20
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Bkg | Accuracy Knife | Accuracy Gun | Iou Bkg | Iou Knife | Iou Gun |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0.7888 | 6.6667 | 20 | 0.8695 | 0.5702 | 0.8463 | 0.9402 | 0.9482 | 0.7648 | 0.8257 | 0.9426 | 0.4598 | 0.3081 |
0.5585 | 13.3333 | 40 | 0.5529 | 0.6147 | 0.7305 | 0.9648 | 0.9847 | 0.5317 | 0.6751 | 0.9665 | 0.4745 | 0.4032 |
0.4632 | 20.0 | 60 | 0.4458 | 0.6892 | 0.7884 | 0.9740 | 0.9891 | 0.6932 | 0.6829 | 0.9754 | 0.5996 | 0.4926 |
0.4117 | 26.6667 | 80 | 0.4212 | 0.7226 | 0.8764 | 0.9748 | 0.9831 | 0.8038 | 0.8423 | 0.9761 | 0.6472 | 0.5445 |
0.3782 | 33.3333 | 100 | 0.3883 | 0.7500 | 0.8957 | 0.9785 | 0.9856 | 0.8198 | 0.8818 | 0.9802 | 0.6733 | 0.5965 |
0.3489 | 40.0 | 120 | 0.3564 | 0.7642 | 0.9014 | 0.9802 | 0.9869 | 0.8332 | 0.8839 | 0.9819 | 0.6855 | 0.6251 |
0.3454 | 46.6667 | 140 | 0.3358 | 0.7746 | 0.8963 | 0.9817 | 0.9889 | 0.8285 | 0.8716 | 0.9833 | 0.6954 | 0.6451 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for saad7489/segformer-b0-finetuned-segments-SixrayKnife8-21-2024_saad2
Base model
nvidia/mit-b0