Photo collection

Machine Learning in Linux: PhotoPrism – AI-Powered Photos App

Facial Recognition

One of the most interesting features of PhotoPrism is its AI-powered facial recognition. This lets you find pictures of your family and friends without any fuss or bother.

Face recognition with PhotoPrism
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New faces are detected as you scan your library. They are then grouped by similarity.

To recognize faces, PhotoPrism uses a three stage process. First it extracts crops from your images using the Pigo face detection library (based on the Pixel Intensity Comparison-based Object detection paper). These are then fed into TensorFlow to compute 512-dimensional vectors for characterization. In the final step, the DBSCAN algorithm attempts to cluster these so-called face embeddings so that they can be assigned to people with a few clicks.

The face recognition accuracy is much higher than we expected.

Next page: Page 4 – Places

Pages in this article:
Page 1 – Introduction / Installation
Page 2 – In Operation
Page 3 – Facial Recognition
Page 4 – Places
Page 5 – Summary

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Mo T
Mo T
1 year ago

There’s a package for PhotoPrism in the AUR. Is that an easier install?

Luke Baker
Luke Baker
1 year ago

Steve, maybe worth adding PhotoPrism to the Google Photos alternatives?