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Hongyuan Liu

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Preprint Aug 2026

AeroLLE: Constrained Pseudo-Supervision for Nighttime Aerial Image Enhancement with the AeroNight-1.5K Benchmark

Results support constrained, stage-specific calibration as a practical strategy for learning from generated appearance guidance when registered aerial references are unavailable, together with more balanced exposure and color correction across diverse nighttime aerial scenes.

Wei Lu, Hongyuan Liu, Sihao Chen · 0 citations