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app.py

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+import os
+import gradio as gr
+import PIL.Image as Image
+
+from ultralytics import YOLO
+
+model = YOLO("best.pt")
+
+
+def predict_image(img, conf_threshold, iou_threshold, image_size):
+    """Predicts objects in an image using a YOLOv8 model with adjustable confidence and IOU thresholds."""
+    results = model.predict(
+        source=img,
+        conf=conf_threshold,
+        iou=iou_threshold,
+        show_labels=True,
+        show_conf=True,
+        imgsz=image_size,
+    )
+
+    for r in results:
+        im_array = r.plot()
+        im = Image.fromarray(im_array[..., ::-1])
+
+    return im
+
+example_list = [["examples/" + example] for example in os.listdir("examples")]
+
+iface = gr.Interface(
+    fn=predict_image,
+    inputs=[
+        gr.Image(type="pil", label="Upload Image"),
+        gr.Slider(minimum=0, maximum=1, value=0.25, label="Confidence threshold"),
+        gr.Slider(minimum=0, maximum=1, value=0.45, label="IoU threshold"),
+        gr.Slider(
+                    label="Image Size",
+                    minimum=320,
+                    maximum=1280,
+                    step=32,
+                    value=640,
+                )
+    ],
+    outputs=gr.Image(type="pil", label="Result"),
+    title="YOLOv10: Real-Time Fire and Smoke Detection",
+    description="This project utilizes the YOLOv10 model to detect Fire and Smoke in Real-Time. Adjust the confidence and IoU thresholds for optimal detection performance. Upload an image to see the detection results.\n [Github](https://github.com/X-Men01/YOLOv10-Fire-and-Smoke-Detection)",
+    examples=[
+        [example_list[0][0], 0.25, 0.45, 640],
+        [example_list[1][0], 0.25, 0.45, 960],
+        [example_list[2][0], 0.25, 0.45, 640],
+    ],
+    allow_flagging="never",
+    submit_btn="Run Inference", 
+    article = "Created at [09. PyTorch Model Deployment](https://www.learnpytorch.io/09_pytorch_model_deployment/)."
+)
+
+if __name__ == "__main__":
+    iface.launch()

best.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5f4bf49497480dcb78baeeefbf12119e4b45344d5644aa2bbed1a20017e14ca8
+size 64111730

requirements.txt

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+ultralytics==8.2.56
+gradio==3.1.4