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Paper_Compared-swinv2-base
ahmedesmail16/Paper_Compared-swinv2-base
Paper_Compared-swinv2-base is a image classification model from ahmedesmail16. 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
- swinv2
- Access
- Public
- Created
- Jun 3, 2024
- Updated
- Jun 4, 2024
- SHA
- a6dccd47
Base models
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. -->
Paper_Compared-swinv2-base
This model is a fine-tuned version of microsoft/swinv2-base-patch4-window12-192-22k on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7159
- Accuracy: 0.8533
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: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- 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 |
|---|---|---|---|---|
| 1.6917 | 0.9492 | 14 | 0.7844 | 0.7562 |
| 0.7734 | 1.9661 | 29 | 0.4380 | 0.8521 |
| 0.1927 | 2.9831 | 44 | 0.4694 | 0.8544 |
| 0.0956 | 4.0 | 59 | 0.6487 | 0.8251 |
| 0.0638 | 4.9492 | 73 | 0.6688 | 0.8296 |
| 0.0343 | 5.9661 | 88 | 0.7615 | 0.8352 |
| 0.0182 | 6.9831 | 103 | 0.7470 | 0.8352 |
| 0.038 | 8.0 | 118 | 0.7666 | 0.8465 |
| 0.0057 | 8.9492 | 132 | 0.7086 | 0.8454 |
| 0.0062 | 9.4915 | 140 | 0.7159 | 0.8533 |
Framework versions
- Transformers 4.41.1
- Pytorch 2.1.2
- Datasets 2.19.2
- Tokenizers 0.19.1
- Task
- Image Classification
- Library
- transformers
- Type
- swinv2
- License
- apache-2.0
- Created
- Jun 3, 2024
- Updated
- Jun 4, 2024