DeepX

WebRTC

Event-based video analytics

Event-Based Video Analytics for Video Understanding

Summary of the research A recent arXiv paper on surveillance video accident detection uses transformer architectures (with motion cues like optical flow) to reason across sequences, not just frames. Instead of asking “is there a car in this frame?”, the … Read More

Outputs from the Physical AI

How Digital-Physical AI Is Changing Vision and Robotics

What “Digital-Physical AI” means in practice Digital-Physical AI is an approach where real-world sensor data (cameras, lidar, IMUs, microphones) is continuously connected with simulation and cloud-scale training to build AI systems that don’t just perceive, but also decide and act … Read More

We Transform Logistics with AI

How Artificial Intelligence Can Change the Industry Transforming Logistics with AI The logistics industry has long been the backbone of global trade. Despite its evolution over millennia, it continues to face pressure to enhance efficiency, reduce costs, and minimize errors. … Read More

DX Play Computer Vision

WebRTC Video Streaming in AI-powered Calls

In terms of video streaming and calls, our system relies on secure, reliable and platform independent WebRTC technology. It provides great flexibility and resource efficiency of AI powered camera streaming. Let’s take a look at how the WebRTC video streaming … Read More

Machine Vision-based WebRTC

WebRTC, XMPP, and Computer Vision

DeepXHub RTC (Real-time Communication Architecture) In this blog post, we will cover the architecture of WebRTC (Real-Time Communication) implemented in the DeepXHub platform. How Real-Time Communications (WebRTC) are used in Video Analytics and Computer Vision platform context? RTC (Real-Time Communications) … Read More

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