Diginix - Ai booked orders value 180,000 USD in the month of December

Person/Object tracking in a video stream

AboutThe Client

The client wanted to improve its security system. On-premise CCTV video stream as an input in the API.

Object tracking
Object tracking (1)
Object tracking (2)

About this project

Project description

The goal of the project was to create a person, face, and object and a tracking system for a low-resolution video stream. Our solution was integrated into the client’s security system to prevent shoplifting, monitor employees and improve general security.

Fine-tuned triplet based face representation (embedding) on the domain-specific dataset.


  • PyTorch based face detection and vectorization.
  • Faiss for fast vector search.
  • MongoDB, Postgres for meta-data.

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