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F1 Onboard Video Analyzer

<!-- AI-powered analysis of F1 onboard footage to detect and timestamp key racing events. -->

&Role

  • * ML Engineer & Data Scientist

&Stack

  • * Python
  • * TensorFlow
  • * OpenCV
  • * YOLO
  • * FFmpeg
  • * FastAPI
  • * PostgreSQL

&Year: * 2024

&Type: * Personal

Highlights

@Multi-Modal Analysis

Combined visual, audio, and telemetry analysis achieving 94% accuracy in event detection across diverse racing conditions.

@Real-time Processing

Optimized pipeline processing 1080p video at 2x real-time speed using GPU acceleration and efficient frame sampling strategies.

@Comprehensive Event Detection

Identifies 15+ event types including yellow/red flags, pitstops, overtakes, DRS zones, and safety car deployments with precise timestamps.