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Data Party THU
Data Party THU
May 15, 2026 · Artificial Intelligence

94% Precision: YOLO11‑Based Detection of Near‑Earth Object and Satellite Streaks

The StreakMind system built by the Spanish Royal Navy Academy uses a YOLO11‑OBB detector trained on over 2,000 real astronomical images and 280 synthetic streaks to automatically identify satellite and asteroid streaks with 94% precision and 97% recall, delivering standardized database entries and robust frame‑to‑frame tracking.

StreakMindYOLO11astronomical imaging
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94% Precision: YOLO11‑Based Detection of Near‑Earth Object and Satellite Streaks