Downloads · 30 days
13
2% of all-time downloads
convnext-tiny-224-drfx-surgery-classifier
jayanthspratap/convnext-tiny-224-drfx-surgery-classifier
convnext-tiny-224-drfx-surgery-classifier is a image classification model from jayanthspratap. 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
562
Public
Repo size
1.1 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin111 MB · 100%
At a glance
- Task
- Image Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- convnext
- Access
- Public
- Created
- May 27, 2023
- Updated
- May 27, 2023
- SHA
- fdbfe131
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-224-drfx-surgery-classifier
This model is a fine-tuned version of facebook/convnext-tiny-224 on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.6160
- Accuracy: 0.875
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-06
- 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 |
|---|---|---|---|---|
| No log | 1.0 | 4 | 0.7140 | 0.375 |
| No log | 2.0 | 8 | 0.6876 | 0.5 |
| 0.7104 | 3.0 | 12 | 0.6666 | 0.625 |
| 0.7104 | 4.0 | 16 | 0.6495 | 0.6875 |
| 0.6567 | 5.0 | 20 | 0.6360 | 0.75 |
| 0.6567 | 6.0 | 24 | 0.6247 | 0.8125 |
| 0.6567 | 7.0 | 28 | 0.6160 | 0.875 |
| 0.6277 | 8.0 | 32 | 0.6098 | 0.875 |
| 0.6277 | 9.0 | 36 | 0.6058 | 0.875 |
| 0.6122 | 10.0 | 40 | 0.6043 | 0.875 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Image Classification
- Library
- transformers
- Type
- convnext
- License
- apache-2.0
- Created
- May 27, 2023
- Updated
- May 27, 2023