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b24dec4
Create app.py
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app.py
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import gradio as gr
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import tensorflow as tf
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from huggingface_hub import from_pretrained_keras
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description = "Keras implementation for Video Vision Transformer trained with OrganMNIST3D (CT videos)"
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article = "Classes: liver, kidney-right, kidney-left, femur-right, femur-left, bladder, heart, lung-right, lung-left, spleen, pancreas.\n\nAuthor:<a href=\"https://huggingface.co/pablorodriper/\"> Pablo Rodríguez</a>; Based on the keras example by <a href=\"https://keras.io/examples/vision/vivit/\">Aritra Roy Gosthipaty and Ayush Thakur</a>"
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title = "Video Vision Transformer on OrganMNIST3D"
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def infer(x):
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return model.predict(tf.expand_dims(x, axis=0))[0]
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model = from_pretrained_keras("keras-io/video-vision-transformer")
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labels = ['liver', 'kidney-right', 'kidney-left', 'femur-right', 'femur-left', 'bladder', 'heart', 'lung-right', 'lung-left', 'spleen', 'pancreas']
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iface = gr.Interface(
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fn = infer,
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inputs = "video",
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outputs = "number",
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description = description,
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title = title,
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article = article
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)
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iface.launch()
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