AI Powered Roundabout Traffic Monitoring Using YOLO and FastAPI
Tanveer Singh
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Posted Nov 21, 2024
Built a YOLO and FastAPI system for roundabout traffic monitoring, featuring video upload, road entry/exit line adjustment, vehicle tracking, and CSV logs.
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𝗞𝗲𝘆 𝗙𝗲𝗮𝘁𝘂𝗿𝗲𝘀
• Video Upload: Upload roundabout traffic videos for analysis.
• Interactive Line Adjustment: Adjust entry and exit lines using the first video frame.
• Real-Time Processing: Detect and track vehicles with YOLO and save logs.
• Detailed Results: View and download two CSVs – vehicle logs and traffic summaries.
• Optimized for Accuracy: Traffic data processing using FastAPI and YOLO models.
𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 𝗨𝘀𝗲𝗱
• Backend: FastAPI and Python.
• Computer Vision: YOLO for detection and tracking.
• Deployment: GPU instance for high-speed processing.