README.md

---
language:
- en
tags:
- openvino
---

# microsoft-swin-tiny-patch4-window7-224-ov

This is the [microsoft/swin-tiny-patch4-window7-224](https://huggingface.co/microsoft/swin-tiny-patch4-window7-224) model converted to [OpenVINO](https://openvino.ai), for accellerated inference.

An example of how to do inference on this model:

```python
from optimum.intel.openvino import OVModelForImageClassification
from transformers import AutoFeatureExtractor, pipeline

model_id = "helenai/microsoft-swin-tiny-patch4-window7-224"
model = OVModelForImageClassification.from_pretrained(model_id, compile=False)
feature_extractor = AutoFeatureExtractor.from_pretrained(model_id)

model.reshape(1,3, feature_extractor.size["height"], feature_extractor.size["width"])
model.compile()
ov_pipe = pipeline("image-classification", model=model, feature_extractor=feature_extractor)

image_url_or_path  = "http://images.cocodataset.org/val2017/000000039769.jpg"
ov_pipe(image_url_or_path)
```