Downloads · 30 days
8
2% of all-time downloads
swin-tiny-patch4-window7-224-mixed-bottoms
Soulaimen/swin-tiny-patch4-window7-224-mixed-bottoms
swin-tiny-patch4-window7-224-mixed-bottoms is a image classification model from Soulaimen. 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. --
All-time downloads
503
Public
Repo size
2.6 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin110 MB · 100%
At a glance
- Task
- Image Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- swin
- Access
- Public
- Created
- Apr 25, 2023
- Updated
- Apr 25, 2023
- SHA
- ceba4815
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. -->
swin-tiny-patch4-window7-224-mixed-bottoms
This model is a fine-tuned version of microsoft/swin-tiny-patch4-window7-224 on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.0272
- Accuracy: 0.9889
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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 7
- total_train_batch_size: 56
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.1479 | 0.99 | 86 | 0.1040 | 0.9592 |
| 0.145 | 2.0 | 173 | 0.1033 | 0.9592 |
| 0.1248 | 2.99 | 259 | 0.0640 | 0.9777 |
| 0.0667 | 4.0 | 346 | 0.0378 | 0.9907 |
| 0.0826 | 4.99 | 432 | 0.0400 | 0.9814 |
| 0.0635 | 6.0 | 519 | 0.0331 | 0.9907 |
| 0.0688 | 7.0 | 606 | 0.0461 | 0.9852 |
| 0.0549 | 7.99 | 692 | 0.0335 | 0.9889 |
| 0.0501 | 9.0 | 779 | 0.0241 | 0.9907 |
| 0.0434 | 9.93 | 860 | 0.0272 | 0.9889 |
Framework versions
- Transformers 4.28.1
- Pytorch 2.0.0+cu118
- Datasets 2.11.0
- Tokenizers 0.13.3
- Task
- Image Classification
- Library
- transformers
- Type
- swin
- License
- apache-2.0
- Created
- Apr 25, 2023
- Updated
- Apr 25, 2023