Platform to access data and train AI models

SMART Surveillance 2025 AI & Data Analytics, Surveillance


Thomas Jensen and Deepu Talla.

AI developers across the globe share the challenge of finding sufficient high-quality, accurate and reliable video data to train visual AI models. Milestone Systems has announced ‘Project Hafnia’ to build services; and democratise AI-model training with high-quality, compliant video data leveraging NVIDIA Cosmos Curator and AI model, fine-tuning microservices.

Leveraging the NVIDIA platform, Milestone Systems’ Project Hafnia is aiming to be a leading service for data generators to share and utilise their data, and for developers to access traceable and regulatory-compliant annotated video data.

Milestone’s goal is to put the latest advances in Vision Language Models (VLM) and supporting data curation capabilities in the hands of as many developers as possible. One of the first service offerings is a VLM, fine-tuned using NVIDIA fine-tuning microservices on a large volume of compliant transportation data, and curated using the NVIDIA Cosmos Curator.

The VLM’s accuracy and performance optimisations are tuned for running on NVIDIA GPUs and in NVIDIA’s video search and summarisation (VSS) AI blueprint.

“By leveraging the NVIDIA platform, Milestone Systems is helping accelerate this next wave of powerful visual services,” says Deepu Talla, NVIDIA vice president and general manager – embedded and edge computing. “The next phase in development and adoption of visually perceptive Agentic AI services will be unlocked by recipes like NVIDIA VSS blueprint combined with widely available and accessible fine-tuned VLM models.”

Access to data

Milestone Systems is aggregating compliant data through its global network of partners and customers in video data management. These organisations seek to leverage their own data to develop smarter analytics and will be able to benefit from the platform, which can be utilised to train AI models on sufficient, compliant data.

“Artificial intelligence is our generation’s biggest game-changer. A major challenge for the ongoing development is having access to enough high-quality data for training AI models. The Project Hafnia platform will collect and curate data with the aspiration to be the world’s smartest, fastest and responsible platform for video data and training of AI models,” says Thomas Jensen, CEO of Milestone Systems.

Additionally, Project Hafnia will remove major friction points and provide smooth and seamless access to data. Driven by NVIDIA Cosmos Curator data curation, the service will speed up developing AI and analytics – up to 30 times faster than today’s standards.

Accuracy and speed

Milestone Systems will offer two services:

• A service for AI model training with high-quality video data through Training as a Service, where software developers can access quality data to train AI-models.

• A new Visual Language Model as a Service for smart city transportation and Intelligent Traffic Service use-cases that will be industry leading in performance.

With new high-quality data and improved annotation, future analytic software for applications such as traffic management, manufacturing, airports, law enforcement, and business could achieve accuracy high enough to enable large-scale automation of operations and surveillance like never before.

Traffic Management VLM

By leveraging the NVIDIA platform, Milestone Systems has taken the first step in developing a market leading traffic and transportation Visual Language Model (VLM). The model supports a range of use cases, including general traffic assessments, driving condition evaluations, alert validation, and incident reporting.

Project Hafnia is initially launching as a pilot, with developers having the opportunity to sign up for early access at https://hafnia.milestonesys.com/joinwaitlist. The platform will initially focus on video data from traffic with plans to broaden the scope once fully live. Milestone Systems owns and manages the platform.


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