In a comprehensive benchmarking study performed in late 2025 by the University of Alabama, several different image similarity methods were evaluated to see how they compare against one another. Included in the study were embedding-based methods using vision transformers (ViT, SWIN, DINOv2), keypoint-based approaches using feature descriptors (SIFT, ORB), and