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
Road safety
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
AI License Plate Recognition Makes Transport Smarter and Safer
In today’s fast-paced world, monitoring vehicles is a priority for businesses, governments, and law enforcement. This is especially true in the development of Smart City infrastructure and Intelligent Transportation Systems (ITS). Enter the license plate recognition camera – a technology … Read More
APNR (number plate detection) monitoring system
In this video the automatic number plate detection (APNR) capability is demonstrated. DeepXHub platform is capable of monitoring multiple input sources (CCTV cameras, DeepX Box etc) and detect vehicles number plates in real time. APNR detection alerts (SMS, mobile app … Read More
