computer vision

Comparison of expensive LiDAR hardware versus Peregrine Visual SLAM software on a standard camera. We are living through a pivotal moment in machine perception. For the last decade, the prevailing wisdom in autonomous driving and advanced robotics was simple: if you want a machine to truly understand the 3D world around it, you need LiDAR.

Visual SLAM vs. LiDAR: Achieving Spatial Intelligence Without the Hardware Tax

We’ve all seen the prototype vehicles outfitted with spinning laser arrays on their roofs. They are engineering marvels, spinning tens of thousands of dollars’ worth of delicate hardware to generate precise, dense point clouds of their environment. In a controlled R&D setting with unlimited budgets, LiDAR is spectacular. But the real world doesn’t operate on […]

Visual SLAM vs. LiDAR: Achieving Spatial Intelligence Without the Hardware Tax Read More »

Peregrine.ai & Gaia-X 4 Advanced Mobility Services (AMS)

Peregrine.ai in Gaia-X 4 Advanced Mobility Services: Building Edge Intelligence for a Sovereign Mobility Ecosystem

From 2021 to 2025 Peregrine.ai took part in Gaia-X 4 Advanced Mobility Services (AMS), a European research programme within the Gaia-X 4 Future Mobility family funded by the German Federal Ministry for Economic Affairs and Climate Action (BMWK). The goal of Gaia-X 4 AMS was to develop the foundations of an open, federated data ecosystem

Peregrine.ai in Gaia-X 4 Advanced Mobility Services: Building Edge Intelligence for a Sovereign Mobility Ecosystem Read More »

Webfleet and Peregrine.ai partnership

Webfleet and Peregrine.ai collaborate on Visual Intelligence solution

Amsterdam, 16 September 2025 – Webfleet, Bridgestone’s globally trusted fleet management solution, and Peregrine.ai, a Berlin-based startup transforming mobility through AI-powered vision systems, today announced the launch of a next-generation driver assistance solution. This solution sets a benchmark for fleet safety and is easily retrofitted into any commercial vehicle via an over-the-air update – regardless of make, model

Webfleet and Peregrine.ai collaborate on Visual Intelligence solution Read More »

Multitask Neural Networks: The Hidden Power Behind AI’s Most Advanced Visual Systems

When you look at a photograph, your brain instantly recognizes faces, objects, and even the depth and context of the scene. How can AI achieve the same level of understanding? The answer lies in multitask neural networks (MTNNs)—a powerful tool revolutionizing how machines interpret the world. Whether enabling autonomous vehicles to navigate, enhancing smart surveillance,

Multitask Neural Networks: The Hidden Power Behind AI’s Most Advanced Visual Systems Read More »

A group of Peregrine Technologies team members, partners from T-Systems, and local stakeholders stand together near a dynamic speed limit sign displaying '30' in a school zone in Landshut, Germany. The group is gathered on a sidewalk, surrounded by autumn trees and buildings, marking the successful launch of the 5-SAFE AI-powered traffic safety system to enhance school zone safety.

Peregrine.ai and Partners Unveil 5-SAFE: An Advanced AI-Driven Traffic Safety System for Landshut’s School Zones

Landshut, Germany – [November 2024] – Peregrine.ai, a pioneering force in AI-powered vision solutions, has deployed its state-of-the-art 5-SAFE system to revolutionize traffic safety in school zones. Designed and developed in collaboration with T-Systems, Landshut University of Applied Science, and the City of Landshut, and backed by Germany’s 5G Initiative and the Federal Ministry for

Peregrine.ai and Partners Unveil 5-SAFE: An Advanced AI-Driven Traffic Safety System for Landshut’s School Zones Read More »

AI contextual awareness for fleet dashcams to understand scene complexity and reduce false positives.

Vision-Based Safety: Reducing False Positives Generated by Fleet Dashcams with Cloud AI

In our last blog post, we delved into the transformative benefits of leveraging AI at the edge, exploring how it brings intelligence closer to devices and processes. Building on that discussion, we now turn our attention to another dimension of technological innovation: the integration of cloud computing in tandem with fleet dashcams and Computer Vision

Vision-Based Safety: Reducing False Positives Generated by Fleet Dashcams with Cloud AI Read More »

AI at the Edge Transforms Fleet Safety Technology with Video Telematics

Vision-Based Safety: AI at the Edge in Video Telematics

In the fast-evolving world of fleet management, video telematics has emerged as a game-changer. This cutting-edge technology combines video data and vehicle telemetry to offer comprehensive insights into fleet operations. As we navigate through the details of this technology, it’s crucial to weigh its advantages against its concerns. Let’s investigate how AI at the edge

Vision-Based Safety: AI at the Edge in Video Telematics Read More »