This Dataset is a collection of street-level images extracted from the Land Use/Cover Area Frame Survey (LUCAS) dataset provided by Eurostat. This dataset is designed for semantic segmentation tasks, focusing on distinguishing between different land cover categories, including agricultural and natural landscapes. The dataset covers the survey year 2018 and includes north looking images with both full masks and partial masks, where certain areas are not delineated.