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Drone Detection Frames

Dataset

We extracted 791 frames from two YT drone footage videos at 5fps, in which we only wanted to include frames where a drone was detected.

Model

YOLOv8n fine-tuned with 20 epochs on the DroneDetectionPITT dataset, which had 34,000 images. Our final mAP50 score was 0.995.

Steps

  1. Downloded YT Videos and Extracted frames at 5fps.
  2. Fine-tuned YOLOv8n on the DroneDetectionPITT dataset.
  3. Ran the trained model on all frames from the 2 videos.
  4. Saved frames with at least one detection to detections/.
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