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Meng-Ni Xu

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Open access Sep 2026

Detection-oriented diffusion super-resolution for autonomous remote sensing perception

A detection-oriented super-resolution framework built upon a residual diffusion-based super-resolution branch and guided by downstream detection supervision is developed, which improves mAP50 from 0.5655 for low resolution inputs to 0.5899, while maintaining competitive reconstruction fidelity.

Ming-Ming Xie, Hong-Wei Li, Meng-Ni Xu et al. · 0 citations

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