The goal of this project is to implement an efficient algorithm for the quick comparison of images at scale. Several image comparison algorithms that currently exist will be researched, and their performance in terms of accuracy and speed will be compared across a variety of different image types. Once a suitable algorithm is found, an efficient data structure will be implemented that attempts to find matching images using as few comparisons as possible.