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Author

Guo-Rui Ma

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Open access Jul 2026

Remote Sensing Image Captioning via Dual-Stream Fusion and Spatial Relation-Aware Encoding

Experiments on the RSICD and NWPU-Captions datasets demonstrate that DSRAT achieves state-of-the-art performance across six metrics on RSICD and all seven metrics on NWPU-Captions, validating the effectiveness of the proposed approach.

Rong Chen, Guo-Rui Ma, Lunjun Fan · 0 citations
Open access Jul 2026

RSCDG: Remote Sensing Change/Damage Image Generator Based on Prior Foundation Model and Multimodal Reference Information

RSCDG provides a practical solution for post-event sample construction, change detection data augmentation, and controllable sample generation for damage assessment and results confirm the effectiveness of the Mask Alignment Loss.

Peng Chen, Guo-Rui Ma, Haiming Zhang et al. · 0 citations

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