Keras Segmentation Models

UNET (different configurations) - Simple UNET, DeepUNET, DeepLabV3+ with backbones

Part 1

Building Segmentation Dataset

Open Spatial Data - Building part1 (OSD-B1)

OSD-B1 Dataset

The dataset is divided into two parts: one is orthophotos with 10 cm per pixel resolution and the other is a building mask image created on the basis of cadastral data (rasterization of cadastral data). Dataset was created on the basis of data provided by Head Office of Geodesy and Cartography (GUGiK) (at https://mapy.geoportal.gov.pl/imap/Imgp_2.html?gpmap=gp0&locale=en)

Citing

Glinka, S.; Owerko, T.; Tomaszkiewicz, K. Using Open Vector-Based Spatial Data to Create Semantic Datasets for Building Segmentation for Raster Data. Remote Sens. 2022, 14, 2745. https://doi.org/10.3390/rs14122745

Link: https://www.mdpi.com/2072-4292/14/12/2745