We are very happy to announce that we already have more than 1000 followers on LikedIn! We are glad that our hard work pays off and is reflected in your satisfaction. See a special ⭐️THANK YOU VIDEO⭐️ in which we tracked and analyze our-selves to give you a full picture of how we automating video traffic analytics since 2013. Speeding alert implemented😉
Thank everybody who following, liking, sharing, commenting on our work and counting with us! We appreciate your favor and support! 💙
🎉 We have been awarded in Deloitte competition Technology #Fast50category by Deloitte as the 10th fastest-growing company in the Czech Republic and the 23rd fastest-growing company in the whole Central Europe with 729% revenue growth. Big thanks go mainly to our partners and customers who believe in us and help us to achieve our goals and dreams & to all DataFromSky team! 💙
It’s a great encouragement for the next Innovation in the smart city industry we are working on now ⭐️ the FLOW ⭐️ one framework for all traffic tasks which will be introduced at Smart City Expo World Congressinhashtag#Barcelonaon 19th-21th November. More information at https://bit.ly/2OWZALW. I will be more than happy to see you there. 🚙 🚌 🚚 🛵
DataFromSky presented at the annual event – 🌙 Night of Scientists 2019 which take place on Friday September 27th in many scientific and educational institutions throughout the Czech Republic. The theme of this year’s scientists’ night was: 🌍 “Gentle to the planet”. We presented our long-term cooperation with Brno University of Technology, which is supported by Technology Agency of the Czech Republic. Whole presentation was very successful. We received the most questions about our safety analysis, which attracted the audience the most.
Follow us ⭐️ DataFromSky ⭐️ and get the newest information about our services. Or go to 👉 ai.datafromsky.com and try it for free.
DataFromSky helps with streets redesign in the center of Trondheim in Norway! Have a look at the great visualization from our DataFromSky tool!
Due to the introduction of the Metro bus system in Trondheim, our of the main streets leading into and through the city center will be redesigned. Elgeseter gate, which is the main road to the city center from the south is one of these streets. Over 22 000 vehicles drive through the street every day and approximately 100 buses pass in each direction in the peak hour. The street gives access to the University Hospital as well as the university in Trondheim, offices and residences. DataFromSky Partner – COWI – is making a zoning plan for the street and will do an analysis of different design alternatives. DataFromSky delivers in-depth analysis of the whole corridor in order to get knowledge about traffic flows, both cars, pedestrians and bicycles.
Do you want to help improve the traffic conditions in your city? DataFromSky will help you – contact us with a query!
Do you need super-accurate data about every single participant of the traffic flow? Are you looking for a non-invasive solution offering a complete telemetric data about all moving objects in the recorded image, including cyclists and pedestrians? Does your project require analysis of speed profiles and various types of acceleration (lateral or transverse), or distances between objects and even their dimensions? Are you looking for an ultimate solution in the field of microscopic traffic analytics for research of interactions, calibration of models or even development of autonomous vehicles and other scientific and commercial projects? With DataFromSky and it’s bird’s eye view using drones and AI in image processing, you get all of these functions and much more.
A drone is a perfectly mobile camera with immense range of covered area, which can be “installed” within a few seconds. One drone is enough to cover the whole intersection or even a whole transport corridor. A bird’s eye view is the most suitable option even in regards to metering of dimensions, speed and acceleration of objects on the road. With this type of view, you can get data so accurate that will be able to detect change of gears of drivers. Interactions between drivers and links between individual traffic situations and objects can be observed much easier. Thanks to its accuracy, complexity, range and availability, drone-captured traffic data open up a new chapter in the field of microscopic traffic analyses.
https://vimeo.com/230806084
Bird’s eye view is mathematically ideal when it comes to localization of ground targets. In this case a camera has the highest sensitivity even with changing of object position within the image. With growing incidental angle, this sensitivity decreases rapidly. This is the reason why it is not possible to acquire highly accurate data with cameras located alongside the road. Another advantage of the bird’s eye view is with natural minimization of object alignments and occlusions, making the metering even more accurate as the objects are always clearly visible. With this type of camera view, localization accuracy of a vehicle reaches up to 15 cm, with the measurement error under 2% and measuring to 30 cm in dimensions (according to the configuration). If you want extremely accurate not only in counting of object in classes (O/D matrix, TMCs), but also in telemetric data (speed, acceleration, object size), the bird’s eye view is a perfect option. With this accurate telemetric data, it is possible to detect dangerous situations, calibrate models of driver behaviour or even count the capacity of crossroads and much more.
A dependence of localization accuracy on the angle of incidence and flight altitude. The plot shows the area which is possible to be covered with the given localization accuracy of vehicles up to 20 cm, using the 4K camera. Source: DataFromSky.
Accuracy of localization with a view from a drone. Contours within the image represent the possible object localization accuracy at the given part of the image (up to 15 cm!). Source: DataFromSky.
Up to 250 000 m² of covered area
With only a single flying camera/drone, it is possible to cover an immensely large area. From the altitude of 120 meters, you can monitor a road section of up to 250 meters in length. With 300 meters of altitude, you can cover up to 700 meters of the road, and that is a very decent area of monitored traffic area! To acquire image data even from very large traffic corridors, it only takes one device. This is why DataFromSky gives you the most detailed analysis for every single participant of the traffic flow you measure.
https://vimeo.com/231056492
Installation within a few seconds
It is definitely not easy to prepare and carry out a traffic research, especially in case of a larger intersections, as you have to install a sensor device for every single mouth of the intersection. You also have to deal with mounting, power supply and on top of this, even protect the device against robbery or vandalism. What you usually get is a series of outputs, which have to be interconnected into one coherent output, which is a very complicated and tedious process. This is not the case if you choose to use a drone for your research! All it takes to analyze the given traffic flow is to fly above the section you are interested in, and make only one video-recording, which contains everything you will need. If your project requires recordings for longer period of time, a drone can be supplied with a cable or you can swap a few drones to get the job done and give you the data you need.
Figure: Drone on the cable — tethered solution and drone swapping . Source: DataFromSky.
An ultimate solution
A video from the bird’s eye view is the cutting-edge solution also when it comes to richness of acquired data. With one take, you get microscopic data from the whole intersection. AI and smart tracking algorithms then convert the video output into an extract with super-accurate trajectories within the individual classes. With data like this, you can answer even very complex traffic research questions, such us: What are the bottlenecks of the traffic flow? Where do the conflict situations take place? What is the capacity of the intersection? How much time do the vehicles need to cross the intersection in its various parts? How many vehicles have breached the speed limit? Where do the pedestrians usually cross it?
https://vimeo.com/317429936
Goahead and try our new platform called DataFromSky AERIAL for free — the most advanced microscopic analysis tool from aerial footage!
DataFromSky is a complex system for fully automated extraction of accurate traffic data using AI and machine learning methods. It has been developed and used for the purpose of traffic studies since 2013. DataFromSky AERIAL is a state-of-the-art and fully automated service for video analysis from the bird’s eye view (drones, balloons) for acquiring of super-accurate data not only for traffic research. DataFromSky LIGHT is a service for data analysis from low-altitude cameras for standard traffic research, fully automated as well. Try and see all the traffic magic FOR FREE!
DataFromSky is a cloud-based platform for fully automated traffic analysis from videos using AI and machine learning methods. The output of the video analysis is an extract in the form of classifications of trajectories. This extract is then analyzed for various traffic tasks with numerous analytical functions it offers, fully interactively. Why is DataFromSky so unique:
● Super-accurate data suitable for traffic research (read more)
● Possibility of measuring a range of advanced parameters thanks to the trajectory-based approach
● Impeccable control of outputs thanks to extreme detail in displaying and simple export of results
DataFromSky is composed of two advanced platforms — DFS LIGHT and DFS AERIAL. The AERIAL platform serves for traffic analysis from the bird’s eye view, using the state-of-the-art technology in the microscopic view on data. LIGHT version serves for standard traffic research in mass-scale using fixed cameras and numerous functions from the AERIAL platform. Both versions of DataFromSky have their real-time versions thanks to the series called DataFromSky Embedded.
Figure: both versions of DataFromSky. Source: DataFromSky.
Created for research, developed for traffic studies
Development of the system started as a part of a research project in cooperation with BUT in 2013. The goal of the project was to use drones and advanced image processing algorithms to develop a new approach in the field of traffic analysis based on extracts of trajectories within the image. Thanks to its extreme accuracy, this project made brand new research goals, even those thought to be not feasible at that time, possible. The main aim of the project was to test the ability to localize ground objects with accuracy less than 25 cm from a drone with camera, which is suitable for advanced traffic analysis such as security audit, calculations of intersection’s capacity, research of interactions between individual participants of the traffic flow, etc.
The project entered the market under the name of DataFromSky and this allowed for further dramatic development and creation of a solution that is unique worldwide and already used in hundreds of research projects. From the very beginning, DataFromSky aims at solving the most challenging tasks in the field of traffic analysis. It is a software-based on scientific research and unique know-how, as it is constantly improving with sensitivity analysis of the system and numerous simulations as well as measurements within the real traffic. DataFromSky has by far the largest database of traffic behavior from places all around the globe, thanks to analyzing thousands of intersection nodes with extremely detailed data. Such a database background also guarantees the most advanced AI for these types of analyses, as our AI constantly improves with learning from the biggest database of traffic situations recorded with a drone, worldwide.
No black box solution
The philosophy of DataFromSky is to provide data that you can trust. This is the reason why it is based on possible highly detailed checking of the outputs of the analysis so that you can verify the accuracy of the automated analysis in a concrete video/place of yours. DataFromSky is not a black box solution, which would use only statistical data to hide the actual quality of outputs. It is actually the other way around, as with DataFromSky, you will have outputs displayed in a well-arranged and transparent manner so that you can easily evaluate the validity of data from the automated analysis. Always demand a possible control of outputs from detection algorithms for individual vehicles, as within the first five minutes of the video, you will already reveal potential system failure, which could consequently lead to an incorrect engineering decision. With DataFromSky, you have this option, as it stands on a philosophy that behind every good decision there are accurate data. No black box solution!
Guarantee of 100 % results
Collecting data is usually a time-demanding and, consequently, also rather costly process. It is not always possible to record a video in a way that an automated analysis would be able to extract all the data you need. Reasons for failure of the automated analysis can differ from bad quality of the video, unsuitable angle of recording, mechanical problem, etc. To make sure that you have positive returns on your video recording investment (which can be rather expensive in case of recording from a drone), DataFromSky offers a program called „Guarantee of 100% results.“ If you decide to use this program, our AI-based control system will come into the game and provide throughout analysis of the outputs and fix the incorrect results in a way that your traffic study is impeccable and error-free. This service can be purchased at any time in case you find out that the automated output did not match your expectations.
Data is yours — no further payments
You can download a complete analysis to your own computer and store it, therefore you can come back to it at any time in the future and without any further costs. Outputs of the analysis can be accessed, viewed and worked with offline from any place even without the internet connection. To open and view the data, use our professional application called DataFromSky Viewer, which also offers a whole range of advanced analytics including displaying of results directly in the video. With supported “views” on traffic data, you can easily set various types of configurations of traffic analyses. Thanks to this interactive application, you will also be able to immediately react to any new emerging questions related to your traffic research even during the presentation of its outputs.
DataFromSky platform is constantly under development on all levels. If there is a specific type of export or a new type of analysis that needs to be added, let us know. We have already implemented tens of advanced functions on demand and incentive of our users, while some of them are still available. We have rich experience with the implementation of request from our clients in the field of traffic analysis, as we have been involved in numerous research projects already. As a DataFromSky user, you get not only super-accurate data, but also personal approach and professional support in order to successfully realize all your projects.
Real-time analytics — DataFromSky EMBEDDED
DataFromSky is not solely about post-processing. The system also embodies devices which allow transforming literally any camera into a smart sensor. We took the AI from DataFromSky and optimized it into the smallest processing units. This is how the DataFromSky Embedded series came into being. It is a platform from DataFromSky using the state-of-the-art processors with low input power, built for the operation of deep neural networks. Do you want real-time data? Do you want an adaptive system for traffic signal control within intersections? Do you want a smart camera? Ask for the DataFromSky Embedded series.
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. Source: DataFromSky.
DataFromSky is a complex system for fully automated extraction of accurate traffic data using AI and machine learning methods. It has been developed and used for the purpose of traffic studies since 2013. DataFromSky AERIAL is a state-of-the-art and fully automated service for video analysis from the bird’s eye view (drones, balloons) for acquiring of super-accurate data not only for traffic research. DataFromSky LIGHT is a service for data analysis from low-altitude cameras for standard traffic research, fully automated as well. Try and see all the traffic magic FOR FREE!
The employment of drones and automatic image analysis offers new possibilities in traffic surveys, thanks to the accuracy of the measurement, the coverage range and the uniqueness of the obtained data. The camera is the most sensitive on the change of the position of ground objects in all directions when using the bird’s eye view. The dynamic occlusion between individual objects is minimalized as well.
These factual reasons together with advanced algorithms for extraction of traffic data ensure perfect information about every single participant of traffic flow.
In terms of accuracy of vehicle localization, the most ideal drone position is directly above the intersection — so-called TOP DOWN VIEW. At this position, the camera is the most sensitive to the change of the position of the object in the scene, therefore an extremely precise measurement of vehicle speed and acceleration is made possible. At the same time, the dynamic occlusion between individual objects is minimalized. Nevertheless, drone suspension directly above the traffic node is not always possible due to safety regulation and applicable legislation. In a situation like this, a simple rule applies — place the drone in such position that the view of the analyzed section is near to the bird’s eye view.
The procedure is as follows:
Fly with the drone to the nearest possible place in the middle of the intersection.
Ascend to the maximum possible height. However, do not cross the height where a pixel resolution of monitored objects would be less than 20×20 pixels.
There is a notable drop of the accuracy of the vehicle localization (please note that this does NOT hold for DETECTION or for CLASSIFICATION) if the angle of the view is higher than 55 degree.
A simple rule is as follows:
Angle of incidence ˂ 55 degrees = the drone should always be higher than the distance between the projection of the drone position on the ground and the center of the intersection.
45 degrees means, that the drone altitude is the same as its distance from the center of the intersection.
0 degrees means that the drone is directly above the intersection.
Figure: three situations -0° = ideal position, 45° = ok, altitude is the same as distance from the center of the intersection, 55° = drone should be higher. Source: DataFromSky.
The drone should always be positioned in that way so the dynamic and static occlusions are avoided. Occlusions increase the probability of failure of object tracking and of disengagement of continuous trajectories, in other words, one object will have a higher number of shorter trajectories. The systems are robust against short occlusions, but long occlusions can cause the disengagement of continuous trajectories into more parts.
Figure: two situations — long occlusions are problematic, but system is robust against short occlusions. Source: DataFromSky.
Try to keep the drone in the same position when recording. Do not change the drone altitude nor the camera take and zoom when recording. All parameters should have been set before the start of recording. For high-quality recordings, it is better to use a camera with ultra-wide range lens, not with fish eye lens, which causes high distortion especially noticeable at image margins.
Figure: two situations — try to avoid changing drone position when recording, and also avoid recording against the strong source of light. Source: DataFromSky.
Parasitic optical phenomena / lens speed and scene acuity
When recording, try to avoid parasitic optical phenomena in camera take, which may be caused for instance by the sun or another strong source of light. Always turn the camera in such a way that this strong source of light is not recorded by a camera. Takes of scenes with sky should be avoided.
Figure: three situations — nok: too bright (left), ok: ideal (center), nok: blurred due to low exposure time (right). Source: DataFromSky.
Focusing should always be carried out in such a way so the vehicles / objects are not blurred in a take. At the same try to set the camera in such a way so the objects are contrasting but not over-bright nor too much dark. This should be considered even at the expense of other parts of the shot. In case of night recordings or the recordings at the low light conditions, it is important that besides vehicles also the traffic elements are visibly identifiable.
Figure: nok — four situations. Source: DataFromSky
An image from camera ought not to be deformed by shaking (caused by drone motor vibrations) as a majority of cameras use the rolling shutter function to load image data in rows. If the vibrations are not sufficiently damped, their effect will occur in the form of shaking in between rows within the image. This shaking then lowers the accuracy of the used stabilization methods. Motor vibrations can be damped with suitable damping elements.
Resolution, FPS and bitrate
Resolution is a key attribute for the detection and classification of objects. The minimal size of an object within the image (for its detection) is 15×15 pixels, while for its correct classification, a resolution of 30×30 pixels is needed. A recommended size for objects within the image is between 30×30 pixels up to 150×150 pixels in the whole monitored area within the intersection. Object size depends on the following parameters:
Image resolution
Drone’s position — altitude / angle
Mutual position of a monitored object and a drone/camera
A common rule is that if you record the video with maximal resolution used by modern cameras these days (e.g. 4K or 5K), it will be sufficient, as it is always possible to reduce the quality, but not the other way around. The following is a simple guide for resolutions:
A distance with oblique angle < or = 120 meters -> FULL HD (1920×1200) resolution will be sufficient, but it is better to use a higher resolution (2k/4k)
A distance with oblique angle > 120 to 300 meters -> use 4K video resolution
Framerate represents the sampling frequency of measurements. For vehicle speed up to 70 km/h, it is possible to use a framerate 15FPS. For vehicle speed over 50 km/h, it is better to use sampling frequency around 25 FPS. Sampling frequency over 35 FPS has no further positive effect on the quality of measurement, but only makes the video and its size unnecessarily large. The final quality of the video is also greatly influenced by bitrate settings. At FULL HD videos, coded with the H264 coding format, the bitrate should be at least 10 Mbit/s. At 4K videos, coded with H264, a minimum of 20 Mbit/s is necessary. The video must not be blurry, pixelated, or any signs of damage caused by compressing algorithms.
Tip for beginners: record video with 4K resolution and 25 FPS with standard bitrate (approx. 20 Mbit/s)
By following these rules you will get suitable videos for automatic processing to extract super-accurate data for your traffic study. Before the final recording, we recommend to carry out a test flight or make a few sample recordings in order to get acquainted with the basic principles. If you have any questions, do not hesitate to contact us.
Legislation & safety
Before the recording itself, always check what are the legal conditions for the recording of traffic in your country. Legislation differs from country to country and sometimes it is required to use services of a professional pilot with necessary permissions. There is also a predefined maximal flight altitude for drones in many countries (usually 120 meters), as well as a minimal safety distance (usually 50–120 meters away from objects). If the recording is carried out by a professional pilot, it is possible to gain permission even at different conditions. Always take the possible risks of technical failure into consideration.
If you do not want to carry out the recording by yourself, do not hesitate to contact us. We have a network of experienced and certified pilots all around the globe within the DataFromSky PILOT program. We will provide you with consultations about your project and its requirements in order to find the most suitable solution. We can also carry out the recording for you if necessary.
DataFromSky is a complex system for fully automated extraction of accurate traffic data using AI and machine learning methods. It has been developed and used for the purpose of traffic studies since 2013. DataFromSky AERIAL is a state-of-the-art and fully automated service for video analysis from the bird’s eye view (drones, balloons) for acquiring of super-accurate data not only for traffic research. DataFromSky LIGHT is a service for data analysis from low-altitude cameras for standard traffic research, fully automated as well. Try and see all the traffic magic FOR FREE!
Can something as common as a camera be transformed into a complex mobile monitoring system for advanced analysis of traffic? Can we distinguish anomalous and aggressive behavior of drivers, acquire full trajectories of vehicles or even detect traffic accidents before they happen? These are some of the questions that the newest edition of a smart city magazine called D!CITY tries to answer, which included also two smart city solutions using cameras: DataFromSky and ParkingDetection and also smart city platform of our partner OMS Lighting.
In the past, the main task for cameras was to record stories, which could be, unfortunately, interpreted only by humans. Nowadays, thanks to the increasing availability of high-quality cameras and mainly due to the immense technological advancement in the field of artificial intelligence and machine learning, the camera has become a universal sensor with application in many fields of the smart city concept, as they can serve as “the smart eyes of smart cities”. This marks the beginning of a new era, where image can be processed also by machines and where camera represents a rich source of data at even very low costs. What are the main areas of traffic analysis, where a camera already proves itself in action?
In times where individual transport increases faster than ever before, traffic congestions or even collapses can occur on a daily basis. Fortunately, there are systems which can help to achieve more fluent traffic even without expensive infrastructure changes, you just need a certain bird’s eye view. If we give camera “wings”, for example by attaching it to an unmanned aerial vehicle, we get a monitoring system for advanced traffic analysis which is not only very accurate but also at an affordable price. This is exactly what our project DataFromSky deals with – as there are several research projects that require just this type of traffic analysis. The system can detect vehicles and other participants of the traffic flow, which includes not only their trajectories and speed but also detection of possibly dangerous behavior with deep-learning and artificial intelligence. This can even detect traffic accidents before they actually happen, which can provide the traffic engineers with very valuable data about causes of traffic accidents within the tested area in order to look for ways how to avoid them in the future with convenient preventive measures.
Cameras are becoming a prominent technology for traffic analysis also at so-called “adaptive intersections”, as they can accurately detect not only vehicles, but also pedestrians and cyclists, which also play an important role in the given traffic flow. With smart traffic lights control, based on data from a network of sensors, the whole system becomes way more fluent and flexible when it comes to reaction to rapid changes within the traffic, making it also a lot safer. Another use of cameras lies in the field of smart lighting, as the camera can collect visual data and use to analyze public spaces, monitor traffic or detect anomalous behavior. This gives us many possibilities of designing smart streets with the use of a smart camera system, using something as common as public lighting.
Traffic congestion can be also caused by the situation in parking, especially in situations when drivers are trying to find an empty parking space in an infrastructure, which is already overloaded. One of the possible solutions is to use current parking spots more effectively or even navigate drivers to parking lots with available places to park their car. This is the main area of focus of the system called ParkingDetection. As far as technical and economic aspects are concerned, a camera represents a suitable sensorial solution for monitoring of even tens or hundreds of parking spots, as even very large parking lots can be covered by a single smart camera at very low costs, while magnetic sensors would be extremely expensive and even less accurate. If we also add an ALPR camera for number plate reading into the system, we get a significant number of potential technical solutions for residential parking, reservation of individual parking spots or even increased safety within the parking lot.
Are we on the brink of an age of cameras? In the not-so-distant past, autonomous vehicles, or using drones for traffic analysis would sound like science fiction. Nowadays, these technologies are already becoming a reality, also thanks to the advancement in cameras and artificial intelligence. It is becoming clear that cameras will play an important role in the future of smart cities.
The whole team of RCE systems would like to thank all visitors of our stand on URBIS: Smart City Fair 2019, held in 5. and 6. 6. 2019 in Brno Fair Trade Centre.
We believe that solutions sparked the interest in technologies and services for cities of tomorrow. We are glad that we had a chance to introduce our solutions DataFromSky and Parking Detection to the public.
We have presented our newly released platform DataFromSky LIGHT, introducing the fully automated service of traffic from various ground video sources such as traffic surveillance cameras, action cameras, camcorders or even smartphone, and also DataFromSky AERIAL = advanced technology for traffic analysis of aerial videos recorded by a drone or balloons. Our public presentation about drones, AI and traffic monitoring impressed the visitors as well.
Parking Detection was represented by a small interactive model, on which every visitor had a chance to find out how the system works and its key benefits = accuracy, cost-efficiency and openness for integration into other SmartCity platforms.
Thanks to our partner OMS Lightning we had a chance to show, how can ParkingDetection be integrated and contribute to a complex city IoT platform such as CitySys.
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