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segformerSAAD_26Aug
saad7489/segformerSAAD_26Aug
segformerSAAD_26Aug is a image segmentation model from saad7489. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. The card lists the license as other.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Image Segmentation
- License
- other
- Model type
- segformer
- Access
- Public
- Created
- Aug 26, 2024
- Updated
- Aug 26, 2024
- SHA
- 70395498
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. -->
segformerSAAD_26Aug
This model is a fine-tuned version of nvidia/mit-b0 on the saad7489/SixGUN dataset. It achieves the following results on the evaluation set:
- Loss: 0.6521
- Mean Iou: 0.6286
- Mean Accuracy: 0.8419
- Overall Accuracy: 0.9604
- Accuracy Bkg: 0.9686
- Accuracy Knife: 0.7616
- Accuracy Gun: 0.7956
- Iou Bkg: 0.9601
- Iou Knife: 0.4905
- Iou Gun: 0.4354
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: 6e-05
- train_batch_size: 23
- eval_batch_size: 23
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Bkg | Accuracy Knife | Accuracy Gun | Iou Bkg | Iou Knife | Iou Gun |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.7808 | 20.0 | 20 | 0.8855 | 0.5802 | 0.8957 | 0.9434 | 0.9465 | 0.8294 | 0.9111 | 0.9430 | 0.4118 | 0.3857 |
| 0.6546 | 40.0 | 40 | 0.6521 | 0.6286 | 0.8419 | 0.9604 | 0.9686 | 0.7616 | 0.7956 | 0.9601 | 0.4905 | 0.4354 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
- Task
- Image Segmentation
- Type
- segformer
- License
- other
- Created
- Aug 26, 2024
- Updated
- Aug 26, 2024