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convnext-nano-1e-4
vuongnhathien/convnext-nano-1e-4
convnext-nano-1e-4 is a image classification model from vuongnhathien. 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
- convnextv2
- Access
- Public
- Created
- May 22, 2024
- Updated
- May 22, 2024
- SHA
- af16d175
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. -->
convnext-1e-4
This model is a fine-tuned version of facebook/convnextv2-nano-22k-384 on the vuongnhathien/30VNFoods dataset. It achieves the following results on the evaluation set:
- Loss: 0.3889
- Accuracy: 0.8925
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: 0.0001
- train_batch_size: 64
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.5769 | 1.0 | 275 | 0.4599 | 0.8684 |
| 0.2542 | 2.0 | 550 | 0.3875 | 0.8903 |
| 0.1075 | 3.0 | 825 | 0.4022 | 0.8946 |
| 0.0477 | 4.0 | 1100 | 0.4013 | 0.9046 |
| 0.0187 | 5.0 | 1375 | 0.4537 | 0.8958 |
| 0.0152 | 6.0 | 1650 | 0.4501 | 0.9026 |
| 0.0057 | 7.0 | 1925 | 0.4219 | 0.9105 |
| 0.0052 | 8.0 | 2200 | 0.4239 | 0.9149 |
| 0.0019 | 9.0 | 2475 | 0.4242 | 0.9145 |
| 0.0028 | 10.0 | 2750 | 0.4244 | 0.9149 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.1.2
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Image Classification
- Library
- transformers
- Type
- convnextv2
- License
- apache-2.0
- Created
- May 22, 2024
- Updated
- May 22, 2024