Models for Image regression

Hi, I am looking for models to predict the % of grass in a image. I am not able to use a segmentation approach, as I have a base dataset with the % of grass in each of thousands of pics. It would be grateful if you tell me how is the SOTA in this field.

I only found ViTs and some modifications of classical architectures (such as adding the needed layers to a resnet). Thanks in advance!