#few-shot adaptation23/10/2025
FLAME: One-Step Active Learning for Lightning-Fast Remote Sensing Specialization
'FLAME adds a tiny, trainable refiner on top of an open-vocabulary detector to select the most informative samples and reach 53.96% AP on DOTA and 53.21% AP on DIOR with 30 labels and minute-scale CPU adaptation.'