A compact encoder-decoder with edge-map fusion reports higher captioning scores on Sydney, UCM, and RSICD, though the gains rely on test-set model selection and possibly mismatched baselines.
Learning consensus- aware semantic knowledge for remote sensing image captioning,
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A Novel Lightweight Transformer with Edge-Aware Fusion for Remote Sensing Image Captioning
A compact encoder-decoder with edge-map fusion reports higher captioning scores on Sydney, UCM, and RSICD, though the gains rely on test-set model selection and possibly mismatched baselines.