evidence: The detection of collapsed buildings in satellite images after natural disasters such as earthquakes is a critical task for assessing the damage and planning recovery efforts. This study’s focused evaluation of deep learning-based image segmentation models, namely U-Net, LinkNet, FPN, and PSPNet, has revealed significant insights for disaster management applications, specifically in the context of the 6 February 2023 Pazarcık and Elbistan earthquakes in Türkiye. [...] References - Garini, E.; Gazetas, G. The 2 Earthquakes of 6 February 2023 in Turkey Preliminary Report. Available online: https://learningfromearthquakes.org/images/earthquakes/2023_02_05_Turkey/M7.8_Turkey-Syria_EQ_6_February_2023.pdf (accessed on 20 February 2023).