Image Similarity Ranking

A computational approach to visual similarity and digital image transformation

Project Overview

This project compares a set of digital images to a single reference image called original.jpg. It uses perceptual hashing to measure visual similarity and ranks all other images from the most similar to the least similar.

How to Read the Results

Each comparison is based on a distance score. A lower distance means that the image is more visually similar to the original. A higher distance means that the image is more visually different.

Research Relevance

This project relates to digital humanities and digital art history by addressing how digital images circulate in multiple versions and how computational methods can help distinguish close variants from unrelated works. It demonstrates how perceptual hashing can support visual analysis, image version tracking, and broader questions of transformation and digital provenance.

Rank: 1
Distance from original: 0
Nearly identical to original

original.jpg

original.jpg

Relation: original

Genre: digital artwork

resized.jpg

resized.jpg

Relation: version of original

Genre: ddigitized cartoon

Rank: 2
Distance from original: 2
Very similar to original

original.jpg

original.jpg

Relation: original

Genre: digital artwork

compressed.jpg

compressed.jpg

Relation: version of original

Genre: digitized cartoon

Rank: 3
Distance from original: 18
Different from original

original.jpg

original.jpg

Relation: original

Genre: digital artwork

digitally_recreated.jpg

digitally_recreated.jpg

Relation: recreated image

Genre: digital cartoon

Rank: 4
Distance from original: 26
Different from original

original.jpg

original.jpg

Relation: original

Genre: digital artwork

stefano.menicagli_artist.jpg

stefano.menicagli_artist.jpg

Relation: unrelated

Genre: digital illustration

Rank: 5
Distance from original: 30
Different from original

original.jpg

original.jpg

Relation: original

Genre: digital artwork

game_of_throne_kano_emirate.jpg

game_of_throne_kano_emirate.jpg

Relation: unrelated

Genre: digital cartoon

Rank: 6
Distance from original: 32
Different from original

original.jpg

original.jpg

Relation: original

Genre: digital artwork

davidzinyama.jpg

davidzinyama.jpg

Relation: unrelated

Genre: photomontage