Addressing data scarcity and imbalance in vessel detection from UAV-captured images via diffusion-based multimodal synthesis and context-aware compositing

Key Points

• Enhanced vessel detection was achieved through diffusion-based multimodal synthesis, improving accuracy via innovative techniques.
• The method utilized context-aware compositing to address data scarcity and imbalance in vessel detection.
• Application of the approach demonstrates significant improvements in identifying vessels from UAV-captured images, revealing its viability.
• These findings may lead to better data utilization strategies, enhancing UAV applications in diverse fields.