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+ # Forest Surveillance System
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+
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+ ## Directory Sturcture
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+ ```
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+ Nature-Nexus/
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+ β”œβ”€β”€ app.py # Main Streamlit application
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+ β”œβ”€β”€ prediction_engine.py # Unified prediction engine
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+ β”œβ”€β”€ models/ # Model files
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+ β”‚ β”œβ”€β”€ deforestation_model.onnx
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+ β”‚ β”œβ”€β”€ fire_detection_model.onnx
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+ β”‚ └── audio_model.pth
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+ β”œβ”€β”€ utils/
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+ β”‚ β”œβ”€β”€ model.py # Common model architectures
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+ β”‚ β”œβ”€β”€ process_img.py # Image processing utilities
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+ β”‚ β”œβ”€β”€ process_video.py # Video processing utilities
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+ β”‚ β”œβ”€β”€ process_audio.py # Audio processing utilities
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+ β”‚ β”œβ”€β”€ onnx_converter.py # ONNX conversion utility
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+ β”‚ β”œβ”€β”€ deforested_segmentor/ # Deforestation-specific utilities
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+ β”‚ β”‚ β”œβ”€β”€ __init__.py
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+ β”‚ β”‚ β”œβ”€β”€ model.py # Deforestation model loader
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+ β”‚ β”‚ └── predict.py # Deforestation prediction functions
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+ β”‚ β”œβ”€β”€ fire_detection/ # Fire detection-specific utilities
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+ β”‚ β”‚ β”œβ”€β”€ __init__.py
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+ β”‚ β”‚ β”œβ”€β”€ model.py # Fire detection model loader
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+ β”‚ β”‚ └── predict.py # Fire detection prediction functions
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+ β”‚ └── audio_processing/ # Audio processing-specific utilities
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+ β”‚ β”œβ”€β”€ __init__.py
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+ β”‚ β”œβ”€β”€ model.py # Audio model loader
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+ β”‚ └── predict.py # Audio prediction functions
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+ ```