Ariamehr commited on
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b0b4e93
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Create app.py

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  1. app.py +23 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoImageProcessor, SapiensForImageSegmentation
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+ from PIL import Image
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+
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+
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+ model_name = "facebook/sapiens"
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+ processor = AutoImageProcessor.from_pretrained(model_name)
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+ model = SapiensForImageSegmentation.from_pretrained(model_name)
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+
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+ def segment_image(image):
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+ inputs = processor(images=image, return_tensors="pt")
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+ outputs = model(**inputs)
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+ segmentation = outputs.logits.argmax(dim=1).detach().cpu().numpy()[0]
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+ return Image.fromarray(segmentation)
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+
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+ interface = gr.Interface(
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+ fn=segment_image,
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+ inputs=gr.Image(type="pil"),
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+ outputs=gr.Image(type="pil"),
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+ title="Sapiens Body Part Segmentation"
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+ )
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+
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+ interface.launch()