This paper constitutes the final portion of our submission tothe MapAI image segmentation competition [1]. We introducea Stable Diffusion(SD) [2] model with a particular emphasison augmenting datasets. Due to anunfortunate mistake made during training modeliterations, benefits these techniques are not reflected inthe score. reach only combined scoreof 0.62. Nevertheless, method shows potential ...