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msi-resnet-pretrain
Nubletz/msi-resnet-pretrain
msi-resnet-pretrain is a image classification model from Nubletz. 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
- Dec 15, 2023
- Updated
- Dec 16, 2023
- SHA
- 82ba5f89
Base models
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. -->
msi-resnet-pretrain
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: 0.3514
- Accuracy: 0.8862
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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.4387 | 1.0 | 1562 | 0.3894 | 0.8795 |
| 0.2626 | 2.0 | 3125 | 0.3142 | 0.9024 |
| 0.2134 | 3.0 | 4687 | 0.3767 | 0.8694 |
| 0.1452 | 4.0 | 6250 | 0.3211 | 0.8947 |
| 0.1773 | 5.0 | 7810 | 0.3514 | 0.8862 |
Framework versions
- Transformers 4.36.1
- Pytorch 2.0.1+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Image Classification
- Library
- transformers
- Type
- resnet
- License
- apache-2.0
- Created
- Dec 15, 2023
- Updated
- Dec 16, 2023