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resnet-50-drfx-CT-classifier
jayanthspratap/resnet-50-drfx-CT-classifier
resnet-50-drfx-CT-classifier is a image classification model from jayanthspratap. Use it when you need a label for an image. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Image Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- resnet
- Access
- Public
- Created
- May 27, 2023
- Updated
- May 27, 2023
- SHA
- 870db4a8
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
resnet-50-drfx-CT-classifier
This model is a fine-tuned version of microsoft/resnet-50 on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.6813
- Accuracy: 0.7647
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 |
|---|---|---|---|---|
| No log | 1.0 | 4 | 0.6770 | 0.6471 |
| No log | 2.0 | 8 | 0.6813 | 0.7647 |
| 0.6847 | 3.0 | 12 | 0.6777 | 0.7059 |
| 0.6847 | 4.0 | 16 | 0.6819 | 0.7059 |
| 0.6886 | 5.0 | 20 | 0.6842 | 0.6471 |
| 0.6886 | 6.0 | 24 | 0.6806 | 0.7059 |
| 0.6886 | 7.0 | 28 | 0.6765 | 0.7059 |
| 0.6865 | 8.0 | 32 | 0.6807 | 0.7647 |
| 0.6865 | 9.0 | 36 | 0.6822 | 0.6471 |
| 0.6848 | 10.0 | 40 | 0.6832 | 0.5882 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Image Classification
- Library
- transformers
- Type
- resnet
- License
- apache-2.0
- Created
- May 27, 2023
- Updated
- May 27, 2023