Privacy-Preserving Deep Learning

Protopia generates curated noise around the source signal, safeguarding data from unauthorized inference.

Illustration - our technology on a mask-detection task over baby faces: Protopia blog.

Demo video - our technology on a face-detection task: Protopia blog.

Development of Protopia AI’s noise-training technology for inference privacy.
Development of an internal framework and system for noise-training privacy.
Research on face recognition with privacy preservation via noise training.
Development of a scalable training and workflow-management system for noise training.