Spaces:
Runtime error
Runtime error
| from fastai.vision.all import * | |
| import gradio as gr | |
| def get_disease(): return _ | |
| learn = load_learner("export.pkl") | |
| categories = ("No Diabetic Retinopathy", "Diabetic Retinopathy") | |
| def classify_image(img): | |
| pred,idx,probs = learn.predict(img) | |
| return dict(zip(categories, map(float,probs))) | |
| image = gr.inputs.Image(shape=(192,192)) | |
| label = gr.outputs.Label() | |
| examples = ['002c21358ce6_noDR.png','0182152c50de_noDR.png','15bed5adde74_DR.png', '0ceb222f6629_DR.png'] | |
| title = 'Diabetic Retinopathy Predictor' | |
| description = 'This app predicts diabetic retinopathy, a potentially blinding disease, from color fundus photograms. For reference only.' | |
| article = "Author: <a href=\"https://huggingface.co/archietram\">Archie Tram</a>. " | |
| intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, title=title, description=description, article=article) | |
| intf.launch(inline=False) |