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May 14, 2026 · Artificial Intelligence

YOLO‑11 Enables 94% Detection of Near‑Earth Object and Satellite Streaks

StreakMind, developed by the Spanish Royal Navy Academy’s observatory, combines real and synthetic astronomical images to train a YOLO‑11 oriented‑bounding‑box detector that robustly identifies satellite and asteroid streaks, achieving 94% precision and 97% recall on an independent test set of 273 images, and automatically integrates results into a standardized MPC database.