The present disclosure relates to systems, non-transitory computer-readable media, and methods for generating visual image editing guides for digital raster images by identifying and filtering edge paths. In particular, in one or more embodiments, the disclosed systems utilize denoising and adaptive thresholding with a digital image to generate a simplified, binary digital image. Further, in some embodiments, the disclosed systems utilize contour detection to identify a set of edge paths from the raster image for the simplified, binary digital image. Additionally, in one or more embodiments, the disclosed systems filter the set of edge paths based on edge length and utilizes the filtered set of edge paths to generate visual image editing guides for generating modified digital images.