Spaces:
Running
Running
Return person count
Browse files
app.py
CHANGED
@@ -1,13 +1,11 @@
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import gradio as gr
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import PIL.Image as Image
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from ultralytics import ASSETS, YOLO
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model = YOLO("yolo12n.pt")
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def predict_image(img, conf_threshold, iou_threshold):
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"""Predicts
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results = model.predict(
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source=img,
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conf=conf_threshold,
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@@ -21,9 +19,10 @@ def predict_image(img, conf_threshold, iou_threshold):
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for r in results:
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im_array = r.plot()
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im = Image.fromarray(im_array[..., ::-1])
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return im
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iface = gr.Interface(
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fn=predict_image,
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@@ -32,13 +31,12 @@ iface = gr.Interface(
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gr.Slider(minimum=0, maximum=1, value=0.25, label="Confidence threshold"),
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gr.Slider(minimum=0, maximum=1, value=0.45, label="IoU threshold"),
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],
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outputs=
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# ],
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)
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if __name__ == "__main__":
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import gradio as gr
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import PIL.Image as Image
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from ultralytics import ASSETS, YOLO
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model = YOLO("yolo12n.pt")
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def predict_image(img, conf_threshold, iou_threshold):
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"""Predicts persons in an image and returns the image with detections and count."""
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results = model.predict(
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source=img,
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conf=conf_threshold,
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for r in results:
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im_array = r.plot()
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im = Image.fromarray(im_array[..., ::-1])
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person_count = len(results[0].boxes) if results[0].boxes is not None else 0
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return im, f"Number of persons detected: {person_count}"
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iface = gr.Interface(
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fn=predict_image,
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gr.Slider(minimum=0, maximum=1, value=0.25, label="Confidence threshold"),
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gr.Slider(minimum=0, maximum=1, value=0.45, label="IoU threshold"),
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],
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outputs=[
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gr.Image(type="pil", label="Result"),
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gr.Textbox(label="Person Count")
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],
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title="Image Person Detection",
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description="Upload images to detect persons and get a count",
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)
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if __name__ == "__main__":
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