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resnet-101-CivilEng11k_3Classes
varcoder/resnet-101-CivilEng11k_3Classes
resnet-101-CivilEng11k_3Classes is a image classification model from varcoder. 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
- Mar 16, 2024
- Updated
- Mar 22, 2024
- SHA
- 294ea306
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. -->
resnet-101-CivilEng11k_3Classes
This model is a fine-tuned version of microsoft/resnet-101 on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 0.0587
- Accuracy: 1.0
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: 32
- eval_batch_size: 32
- seed: 42
- 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 |
|---|---|---|---|---|
| 1.0885 | 1.0 | 37 | 0.8955 | 0.4305 |
| 0.6832 | 2.0 | 74 | 0.4990 | 0.8475 |
| 0.2591 | 3.0 | 111 | 0.0587 | 1.0 |
| 0.024 | 4.0 | 148 | 0.0026 | 1.0 |
| 0.005 | 5.0 | 185 | 0.0007 | 1.0 |
| 0.0121 | 6.0 | 222 | 0.0005 | 1.0 |
| 0.0214 | 7.0 | 259 | 0.0003 | 1.0 |
| 0.0035 | 8.0 | 296 | 0.0002 | 1.0 |
| 0.0026 | 9.0 | 333 | 0.0002 | 1.0 |
| 0.0054 | 10.0 | 370 | 0.0002 | 1.0 |
Framework versions
- Transformers 4.37.2
- Pytorch 1.12.1
- Datasets 2.18.0
- Tokenizers 0.15.1
- Task
- Image Classification
- Library
- transformers
- Type
- resnet
- License
- apache-2.0
- Created
- Mar 16, 2024
- Updated
- Mar 22, 2024