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Modern cities are huge, complex and hard to manage. City governments and businesses have a responsibility to keep the built environment safe, easy to navigate and clean. The desire to improve urban living has led to the concept of the smart city. Using cameras and AI algorithms governments can autonomously

Computer vision models are being used to keep cities safer. Automated security cameras can detect crimes being committed, or monitor adherence to COVID-19 regulations, and traffic monitoring applications can reduce road accidents. In addition, AI powered monitoring use cases are also being deployed in less obvious ways. It is important

Supermarkets are embracing computer vision as a way of reducing costs and improving the customer experience. AI powered cameras can prevent theft, analyse in-store traffic and even identify how customers are feeling. However, busy retail settings are dynamic environments full of complex movement and interactions. If AI models are to

The use of computer vision based AI models for security purposes can be controversial. However, there is little doubt that AI has the capacity to make businesses and public spaces safer. Security cameras are everywhere but it can often be challenging for security staff to monitor them effectively 24/7.

Image and video annotation is the bedrock of the computer vision based AI models that are changing the world. By adding information to digital images and video frames annotation gives vital context to training datasets that AI models learn from. Bounding boxes are the most commonly used annotation technique. Annotators

Automotive AI models have the potential to drastically improve safety on our roads. Automated vehicles should be able to navigate traffic reliably and avoid accidents at a higher rate than human drivers. For AI models in this fast growing sector reliability is absolutely essential, failures could lead to high profile

In a world of online streaming, sporting events retain significant value due to their live, conversation driving nature. Despite the hugely damaging effects of COVID-19 advertisers and commercial partners are still eager to invest in sports and benefit from the visibility they create. Creating engaging highlight packages, that can be