Downloads · 30 days
15
1% of all-time downloads
cat-emotion-classifier
semihdervis/cat-emotion-classifier
cat-emotion-classifier is a image classification model from semihdervis. 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
2.2K
Public
Parameters
85.8M
343 MB on disk
Likes
2
Public
Repo makeup
Click a slice to open those files.
.safetensors343 MB · 100%
At a glance
- Task
- Image Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- vit
- Access
- Public
- Created
- Sep 10, 2024
- Updated
- Sep 14, 2024
- SHA
- 00dd85a2
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. -->
vit-base-cat-emotions
You can try out the model live here, and check out the GitHub repository for more details.
This model is a fine-tuned version of google/vit-base-patch16-224-in21k on the custom dataset dataset. It achieves the following results on the evaluation set:
- Loss: 1.0160
- Accuracy: 0.6353
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: 0.0002
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.3361 | 3.125 | 100 | 1.0125 | 0.6548 |
| 0.0723 | 6.25 | 200 | 0.9043 | 0.7381 |
| 0.0321 | 9.375 | 300 | 0.9268 | 0.7143 |
Framework versions
- Transformers 4.44.1
- Pytorch 2.2.2+cu118
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Image Classification
- Library
- transformers
- Type
- vit
- License
- apache-2.0
- Created
- Sep 10, 2024
- Updated
- Sep 14, 2024