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CLIP helps researchers find images using written descriptions. It can also compare pictures with one another, or compare text and images in the same collection. A researcher working with historical photographs or newsreel frames could search for descriptions such as “a crowd in a public square” and inspect the closest matches. Choose CLIP when searching images with words matters; an image-only model such as DINO is another option for exploring visual similarity without text. These are possible research uses, not claims that this EIDORA package has been evaluated on historical collections. CLIP was trained largely on internet images and English-language text. It may miss details in…

DINO helps researchers find visually similar images without needing descriptions or predefined categories. It can be useful when exploring collections of historical photographs, artworks, or other digitized images. DINO can be used to find visually related images, compare images, and explore patterns within large collections. Unlike CLIP, it does not support searching images using text descriptions. Visual similarity does not necessarily mean historical or cultural similarity. Results should be checked against the research context, especially when working with specialist collections. The EIDORA package resizes images to 224 × 224 pixels using bilinear interpolation. This may differ from the…