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Jia-Xin Ren

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Open access Jul 2026

Fine-Grained Remote Sensing Imagery Generation Driven by Expert Knowledge and Hierarchical Captions

A novel hierarchical caption encoding mechanism that efficiently injects decoupled hierarchical caption segments into the U-Net's cross-attention layers enables the model to exert hierarchical and decoupled attentional control over the global scene, spatial layout, and geographical element details during the denoising...

Jia-Xin Ren, Wan-Zeng Liu, Feng Zhang et al. · 0 citations
2026

Graph2Scene: Generating Remote Sensing Imagery and Labels via Scene Graphs and Low-Rank Representation

High-precision, pixel-level annotations are indispensable for remote sensing semantic segmentation and related tasks, yet producing such labels manually is prohibitively expensive. Although recent generative models can synthesize realistic remote sensing data, existing approaches typically either rely heavily on preexi...

Shaoxuan Zhao, Xiao-Guang Zhou, Dong-Yang Hou et al. · 0 citations

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