Dataset source https://www.kaggle.com/datasets/bulentsiyah/semantic-drone-dataset

Model was trained on 256*256 images and after 110 epoch highest accuracy achieved was ~79% before it was halted by early stopping

This is just very basic what could be achieved by segmentation and there is a lot of room for improvement.