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paper_model_DP_1
ricardoSLabs/paper_model_DP_1
paper_model_DP_1 is a image classification model from ricardoSLabs. 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
- resnet
- Access
- Public
- Created
- Jul 10, 2024
- Updated
- Jul 10, 2024
- SHA
- 36cdca54
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. -->
paper_model_DP_1
This model is a fine-tuned version of jordyvl/resnet50_rvl-cdip on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.0283
- Accuracy: 0.9924
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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.1263 | 0.9954 | 162 | 0.0981 | 0.9622 |
| 0.0733 | 1.9969 | 325 | 0.0436 | 0.9891 |
| 0.0491 | 2.9985 | 488 | 0.0276 | 0.9874 |
| 0.0286 | 4.0 | 651 | 0.0266 | 0.9908 |
| 0.0321 | 4.9770 | 810 | 0.0283 | 0.9924 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.1.2
- Datasets 2.19.2
- Tokenizers 0.19.1
- Task
- Image Classification
- Library
- transformers
- Type
- resnet
- License
- apache-2.0
- Created
- Jul 10, 2024
- Updated
- Jul 10, 2024