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Railway Obstacle Detection Model for SmartRailShield using YOLOv8

Project description

SmartRail Obstacle Detector

A professional-grade railway obstacle detection system powered by YOLOv8. Part of the SmartRailShield safety suite.

Features

  • Real-time obstacle detection using calibrated YOLOv8 models.
  • Automatic GPS-based location approximation for detected objects.
  • Easy integration with Flask, Streamlit, or other Python backends.
  • Pre-trained on railway-specific obstacles (trains, people, animals, vehicles on tracks).

Installation

pip install smartrail-obstacle-detector

Quick Start

from railway_obstacle_detector import ObstacleDetector

# Initialize detector
detector = ObstacleDetector()

# Detect obstacles
obstacles, _ = detector.get_obstacles(current_location={"lat": 13.0827, "lon": 80.2707})

for obs in obstacles:
    print(f"Detected {obs['class']} at {obs['lat']}, {obs['lon']}")

# Cleanup
detector.release()

License

MIT

Project details


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