library_name: segmentation-models-pytorch | |
license: mit | |
pipeline_tag: image-segmentation | |
tags: | |
- model_hub_mixin | |
- pytorch_model_hub_mixin | |
- segmentation-models-pytorch | |
- semantic-segmentation | |
- pytorch | |
languages: | |
- python | |
# PAN Model Card | |
Table of Contents: | |
- [Load trained model](#load-trained-model) | |
- [Model init parameters](#model-init-parameters) | |
- [Model metrics](#model-metrics) | |
- [Dataset](#dataset) | |
## Load trained model | |
```python | |
import segmentation_models_pytorch as smp | |
model = smp.from_pretrained("<save-directory-or-this-repo>") | |
``` | |
## Model init parameters | |
```python | |
model_init_params = { | |
"encoder_name": "resnet34", | |
"encoder_weights": "imagenet", | |
"encoder_output_stride": 16, | |
"decoder_channels": 32, | |
"in_channels": 1, | |
"classes": 1, | |
"activation": None, | |
"upsampling": 4, | |
"aux_params": None | |
} | |
``` | |
## Model metrics | |
```json | |
[ | |
{ | |
"test_per_image_iou": 0.742108166217804, | |
"test_dataset_iou": 0.7333046197891235 | |
} | |
] | |
``` | |
## Dataset | |
Dataset name: Breast | |
## More Information | |
- Library: https://github.com/qubvel/segmentation_models.pytorch | |
- Docs: https://smp.readthedocs.io/en/latest/ | |
This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) |