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convnext-tiny-1e-4
vuongnhathien/convnext-tiny-1e-4
convnext-tiny-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 24, 2024
- Updated
- May 24, 2024
- SHA
- bf850b9b
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-tiny-1e-4
This model is a fine-tuned version of facebook/convnextv2-tiny-22k-384 on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.2564
- Accuracy: 0.9341
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: 32
- eval_batch_size: 32
- 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 |
|---|---|---|---|---|
| 0.5828 | 1.0 | 550 | 0.4074 | 0.8875 |
| 0.4404 | 2.0 | 1100 | 0.4093 | 0.8811 |
| 0.3503 | 3.0 | 1650 | 0.3391 | 0.9018 |
| 0.2636 | 4.0 | 2200 | 0.3079 | 0.9161 |
| 0.2217 | 5.0 | 2750 | 0.3068 | 0.9169 |
| 0.2024 | 6.0 | 3300 | 0.2839 | 0.9284 |
| 0.1565 | 7.0 | 3850 | 0.2781 | 0.9324 |
| 0.1203 | 8.0 | 4400 | 0.2708 | 0.9388 |
| 0.1281 | 9.0 | 4950 | 0.2707 | 0.9364 |
| 0.1014 | 10.0 | 5500 | 0.2693 | 0.9380 |
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 24, 2024
- Updated
- May 24, 2024