Tech Talk: Scaling Computer Vision Across Cities

Presenting: Hafnia Tech Talks #1 Scaling Computer Vision Across Cities, with NVIDIA

Most computer vision models work in controlled environments. Very few work reliably across different cameras, locations, and real-world conditions.

In this first Hafnia Tech Talks – a new series by Milestone Systems – hear from Katja Sirazitdinova, Senior Developer Advocate at NVIDIA, on vision-language models and video analytics AI agents — and how they’re helping developers move from development to deployment of computer vision solutions in complex city environments.

In this session, we’ll cover:

1. The gap between what AI can do in the lab and what cities need in the field
2. The challenges of scaling across real environments (different cameras, data quality, conditions) – and how developers are solving them
3. A look at NVIDIA's agentic blueprints and models, via Hafnia, and how developers can use them to build for city-scale complexity
4. Where the real value lies – moving beyond detection to decisions that improve operations, safety, mobility, and services.

This is an interactive session moderated by our Community Lead, Roland Harwood. Please bring your questions for Katja and join the discussion.

⚠️ Please note that live attendance is limited to 350 participants, first come, first served.

👉 Register now to join us and/or to get access to the recording.