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convnextv2-tiny-1k-224-finetuned-hand_class
ksukrit/convnextv2-tiny-1k-224-finetuned-hand_class
convnextv2-tiny-1k-224-finetuned-hand_class is a image classification model from ksukrit. 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
- convnextv2
- Access
- Public
- Created
- Nov 3, 2023
- Updated
- Nov 3, 2023
- SHA
- f3b82616
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. -->
convnextv2-tiny-1k-224-finetuned-hand_class
This model is a fine-tuned version of facebook/convnextv2-tiny-1k-224 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.5260
- Accuracy: 0.7739
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: 64
- eval_batch_size: 64
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 256
- 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 |
|---|---|---|---|---|
| 0.663 | 1.0 | 14 | 0.5878 | 0.6809 |
| 0.5594 | 2.0 | 28 | 0.5597 | 0.7337 |
| 0.5364 | 3.0 | 42 | 0.5466 | 0.7412 |
| 0.545 | 4.0 | 56 | 0.5489 | 0.7462 |
| 0.5267 | 5.0 | 70 | 0.5484 | 0.7462 |
| 0.506 | 6.0 | 84 | 0.5320 | 0.7663 |
| 0.5196 | 7.0 | 98 | 0.5328 | 0.7638 |
| 0.4933 | 8.0 | 112 | 0.5293 | 0.7663 |
| 0.4809 | 9.0 | 126 | 0.5280 | 0.7739 |
| 0.4836 | 10.0 | 140 | 0.5260 | 0.7739 |
Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.13.3
- Task
- Image Classification
- Library
- transformers
- Type
- convnextv2
- License
- apache-2.0
- Created
- Nov 3, 2023
- Updated
- Nov 3, 2023