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002247f
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Parent(s):
f7ab6b7
Create app.py
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app.py
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import gradio as gr
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from PIL import Image, ImageDraw
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import json
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# Define the function that will annotate the image
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def annotate_image(input_image, annotations):
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# Load the image and create a drawing context
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img = Image.fromarray(input_image.astype('uint8'), 'RGB')
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draw = ImageDraw.Draw(img)
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# Draw any existing annotations on the image
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for annotation in annotations:
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x1, y1, x2, y2 = annotation['box']
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draw.rectangle([x1, y1, x2, y2], outline='red', width=2)
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# Return the annotated image as a numpy array
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return img
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# Define the function that will save the annotations to a file
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def save_annotations(annotations):
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with open('annotations.json', 'w') as f:
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json.dump(annotations, f)
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# Define the Gradio interface
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inputs = [
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gr.inputs.Image(type='numpy', label='Input Image'),
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gr.inputs.Textbox(type='json', label='Annotations', default='[]')
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]
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def predict(input_image, annotations):
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# Parse the annotations from the input string
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annotations = json.loads(annotations)
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# Annotate the image
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output_image = annotate_image(input_image, annotations)
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# Save the annotations to a file
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save_annotations(annotations)
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# Return the annotated image as a numpy array
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return output_image
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outputs = [
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gr.outputs.Image(type='numpy', label='Output Image')
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]
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gr.Interface(predict, inputs, outputs, title='Image Annotator',
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description='Annotate images using bounding boxes').launch()
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