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dinov2-base-finetuned-Leukemia
AlaaHussien/dinov2-base-finetuned-Leukemia
dinov2-base-finetuned-Leukemia is a image classification model from AlaaHussien. 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
- dinov2
- Access
- Public
- Created
- Sep 8, 2024
- Updated
- Sep 8, 2024
- SHA
- 176b690d
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. -->
dinov2-base-finetuned-Leukemia
This model is a fine-tuned version of facebook/dinov2-base on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.0000
- Accuracy: 1.0
- F1: 1.0
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: 1e-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 | F1 |
|---|---|---|---|---|---|
| 0.0541 | 0.9954 | 162 | 0.8475 | 0.9018 | 0.9047 |
| 0.0667 | 1.9969 | 325 | 0.0745 | 0.9785 | 0.9780 |
| 0.1317 | 2.9985 | 488 | 0.0159 | 0.9939 | 0.9939 |
| 0.0187 | 4.0 | 651 | 0.0771 | 0.9877 | 0.9878 |
| 0.0762 | 4.9954 | 813 | 0.1135 | 0.9877 | 0.9878 |
| 0.006 | 5.9969 | 976 | 0.0502 | 0.9969 | 0.9969 |
| 0.1322 | 6.9985 | 1139 | 0.0357 | 0.9969 | 0.9969 |
| 0.0332 | 8.0 | 1302 | 0.0000 | 1.0 | 1.0 |
| 0.0 | 8.9954 | 1464 | 0.0004 | 1.0 | 1.0 |
| 0.0 | 9.9539 | 1620 | 0.0000 | 1.0 | 1.0 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
- Task
- Image Classification
- Library
- transformers
- Type
- dinov2
- License
- apache-2.0
- Created
- Sep 8, 2024
- Updated
- Sep 8, 2024