Building facade images for classifying building stories and identifying building typologies

The study, titled 'Effectiveness of Image Augmentation Techniques on Detection of Building Characteristics from Street View Images Using Deep Learning,' This paper investigates the impact of eight distinct image augmentation techniques—Brightness, Contrast, Perspective, Rotate, Scale, Shear, Translate, and a combined method termed 'A Sum of Techniques'—on two specific tasks: classifying building stories and identifying building typologies. The primary aim of this research is to enhance accuracy in these tasks using the aforementioned augmentation techniques. Additionally, this study emphasizes reproducibility of the proposed methods. All images used in the research were annotated specifically for the classification task.