Example of data augmentation applied to the test sample of images with and without stellar streams. The left panel shows the original test sample distribution at z = 0, where images are unevenly distributed across SB limits (${\mu }_{lim}^r$) for stream and non-stream classifications. After the data augmentation, the right panel illustrates the balanced test sample, ensuring an equal number of images for each class across all surface brightness limits.