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

0 likes · 10 min read

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

HyperAI Super Neural

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.

AIStreakMindYOLO-11

0 likes · 8 min read

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