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Update app.py
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app.py
CHANGED
@@ -4,10 +4,11 @@ import gradio as gr
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from ultralytics import YOLO
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from transformers import AutoImageProcessor, AutoModelForDepthEstimation
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from PIL import Image
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# Load YOLO model for tree detection
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# Replace
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yolo_model = YOLO("./data/best.pt")
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# Load depth estimation model and processor from Hugging Face
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processor = AutoImageProcessor.from_pretrained("Intel/dpt-large")
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@@ -106,5 +107,5 @@ iface = gr.Interface(
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description="Upload an image to detect trees and estimate their heights in centimeters. Adjust camera parameters and depth scale as needed."
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)
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# Launch the interface
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iface.launch()
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from ultralytics import YOLO
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from transformers import AutoImageProcessor, AutoModelForDepthEstimation
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from PIL import Image
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import torch # Added torch import for depth estimation
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# Load YOLO model for tree detection
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# Replace with your model path (local or Hugging Face Hub)
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yolo_model = YOLO("./data/best.pt") # Update with your YOLO model path
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# Load depth estimation model and processor from Hugging Face
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processor = AutoImageProcessor.from_pretrained("Intel/dpt-large")
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description="Upload an image to detect trees and estimate their heights in centimeters. Adjust camera parameters and depth scale as needed."
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)
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# Launch the interface locally
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iface.launch(server_name="0.0.0.0", server_port=7860)
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