Improving 5 G base station placement through precise rooftop detection using super-resolution diffusion models and satellite image analysis

An enhanced method for rooftop detection is proposed, integrating diffusion models based on super-resolution with segmentation using convolutional neural networks, thereby improving both the resolution and prediction accuracy for this type of object.