<b>Datasets</b>

<b>Description of Files in the Repository</b><b>A - </b><b>Polygons Representing the Boundaries of Each City</b>This group contains GeoJSON files defining the urban perimeters of the three classified cities:<b>perCambe.geojson</b>: Boundaries of the city of Cambé.<b>perIbipora.geojson</b>: Boundaries of the city of Ibiporã.<b>perUrb.geojson</b>: Boundaries of the city of Londrina.<b>B - </b><b>Sample Polygons for Each Land Cover Category</b>GeoJSON files representing the boundaries of polygons for different land cover categories. Sample patches were extracted from within these polygons for model training and validation:<b>bare.geojson</b>: Bare soil.<b>bush.geojson</b>: Shrubs/Scrubs.<b>crop.geojson</b>: Row crops.<b>grass.geojson</b>: Grass/Pasture.<b>hduf.geojson</b>: Developed High Density.<b>industrial.geojson</b>: Developed Industrial Areas.<b>lduf.geojson</b>: Developed Low Density<b>mduf.geojson</b>: Developed Medium Density.<b>tree.geojson</b>: Perennial Trees.<b>water.geojson</b>: Perennial Water.<b>C - LDB10.zip (training dataset)</b><b>D - Inference </b><b>Embeddings Extracted by Model DINOv2 ViT-L/14 (trained on LDB10)</b><b> Londrina:</b><b>inference_embeddings_20250609_083250.pt</b> [18,302; 768]<b>inference_results_with_positions_20250609_083252.csv </b>[18,302; 20]<b> Cambé:</b><b>inference_embeddings_20250609_161439.pt</b> [5,905; 768]<b>inference_results_with_positions_20250609_161440.csv</b> [5,905; 20]<b> Ibiporã:</b><b>inference_embeddings_20250609_164529.pt</b> [3,903; 768]<b>inference_results_with_positions_20250609_164529.csv</b> [3,903; 20]<br>