We are happy to share the excitement from the article which NVIDIA, well-known GPU’s provider and AI focused tech company, published about DataFromSky – our AI in the Sky!
As the article further explains, we train our deep neural networks using thousands of hours of video footage from around the globe, shot in various weather conditions. The training takes place on NVIDIA GPUs using Caffe and TensorFlow. These specialized neural networks can then recognize objects of interest and continually track them in video footage. The data captured via this AI process is used in numerous research projects, enabling deeper analysis of object interaction and new behavioral models of drivers in specific traffic situations. Ultimately, this kind of data will also be crucial for the development of autonomous vehicles!
We are also carrying out extensive optimizations of the whole architecture, moving to NVIDIA Jetson AGX Xavier, in order to be able to analyze data in real time. Our current work focus is also on the development of an online monitoring drone, which will be able to evaluate image data in real-time, directly during its flight. This type of drone can be used, for example, as a substitute for a police helicopter, or can operate as a mobile surveillance system for personal and property protection.
Read the full article on NVIDIA blog at this link.
We are also a member of the NVIDIA Inception program – virtual accelerator program led by NVIDIA nurtures dedicated and exceptional technological companies, who are revolutionizing industries with advances in AI and data science and help them in all stages of product development, prototyping, and deployment.
The whole team of DataFromsky is happy to announce that the Technological Agency of Czech Republic has supported our project in the international programme “Delta”. We have succeeded with a project called “Traffic management platform development for big social events using a drone based on visual sensing techniques”.
The aim of the project is to develop an aerial artificial intelligence – a comprehensive mobile platform for real-time monitoring of traffic and big social events, using a UAV and advanced methods of computer vision based on artificial intelligence. The goal of is to develop a fast-deployable system for real-time surveillance of the defined area with automatic object recognition and classification, monitoring and automatic motion evaluation. Extracted image data will be analyzed in order to detect some nonstandard behavior, congestion, zone disturbance, and other user-defined parameters. Traffic data will be used for the immediate evaluation of traffic using simulations. The system has a high potential of being deployed in the traffic monitoring segment (police drone) or in a security field.
The novelty of the solution is in the implementation of intelligent UAV, which will provide information about moving objects during the flight operation, and interpret this data in the context of a particular application. This highly mobile platform is used wherever it is necessary to analyze the real-time situation.
The project is a multidisciplinary task that combines the latest trends in mobile robotics (UAV), computer vision, and automated telemetry analysis. The system will be integrated into a higher unit to evaluate traffic situations and traffic plans based on simulations.
We at RCE have been working passionately on transforming UAVs into a game-changing technology for advanced traffic flow monitoring, opening a completely new market within the UAV industry. As the most advanced solution for traffic monitoring using aerial platforms today, DataFromSky has revolutionized the process of traffic data collection and analysis and unlocked new possibilities in the analysis of microscopic traffic behaviors, such as capacity evaluation and detection of risky situations – near accidents.
Analyzed thousands of hours of aerial video footage…
Thanks to the focused development and collaboration with our partners, DataFromSky has grown into something more than a mere tool for traffic inspection. The analysis of thousands of hours of aerial video footage has given us a unique position in the market due to the number of challenges we had to tackle, driving us to create the real Aerial Artificial Intelligence – AAI. The past few months have seen us working tirelessly on massive parallelization and optimization of AAI with a sole goal in mind – to take DataFromSky to realtime and thus create a brain for the smartest drones ever.
The police drone – let’s change the game!
However, this goal is too big for us to accomplish on our own. We focus on developing technologies and ways to easily implement them. Together with our partners, we have been pooling our resources to create solutions customized to the needs of our customers. And now we are working on something big – the police drone – and once more looking for partners who will use our technologies to gain a competitive advantage.
Let’s take DataFromSky to the next level.
Let’s create a new market together.
Let’s rethink traffic management.
For more information, please send us a direct request.
DataFromSky has recently analyzed several traffic videos collected in United Arab Emirates, near cities of Dubai or Abu Dhabi. Output from one of these analysis may be seen below, or on our Vimeo channel. This analysis proves, that our system is adapted and capable of analyzing the videos in various weather conditions, including very dusty or sandy environment such the one in Emirates, as proven in the video.
Moreover, in recent times, our team of DataFromSky is working on development of realtime UAV solution – drone analyzer, that will be able to provide accurate traffic data right off. The main objective is to design the cutting edge technology: an UAV based solution for the purpose of active traffic management over a road network. The solution will be capable of providing real time video monitoring and traffic data collection on the road, starting with the simple vehicle counting, monitoring of traffic density, actual speed and acceleration, up to the vehicle number plate recognition. One of the specific and useful feature will be possibility to identify near accidents and collisions (identify dangerous behaviour of road users, slow moving traffic, stopped vehicles, traffic jam etc.).
Keep following our website and social pages to watch our progress (Twitter, Facebook, LinkedIn)!