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.