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content-based-image-retrieval's Introduction

Content Based Image Retrieval

Image search with Deep Learning

Summary

Ever though how Google's Image Reverse Search or Pinterest's Visual Search algorithms work? Well, this project is one way to build such a system.

Your search image first goes through a Convolutional Autoencoder. What comes out is a small vector representation of the image which captures all the relevant features in it. This little content vector is searched against a previously indexed image database using Approximate Nearest Neighbor algorithm. The results are returned and ranked in the UI as shown below:

(Note: Examples show indexed images of smaller resolutions)

Searching for planes: Planes

Searching for trucks: Trucks

content-based-image-retrieval's People

Contributors

adrsh18 avatar

Watchers

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