Image Classification with the RedEdge-MX Dual Camera System

View sample data hereMore wavebands = More information = More analysis potential.Sometimes, the best way to convey something is to show it visually. This is why were publishing this series of mini-analyses of 10 band data from the RedEdge-MX Dual Camera System.

Image Classification with the RedEdge-MX Dual Camera System 1

We flew the Dual Camera over a variety of terrain, from orchards in Arizona to a stream-bed in Washington state, and each dataset came back with an interesting story to tell. Weve detailed them here in hopes that you can see for yourself how 10 band data will power the future of vegetation management.Farmland, Forestry and StreamsBelow is an RGB mosaic from a Dual Camera dataset.

In it, there are a multitude of environments ranging from horticulture to forested areas to water. Even in the RGB imagery, its clear that there are different species of trees, different types of crops, and potentially even some vegetation in the water.The different types of trees and crops are especially visible in this NIR Red Edge Green composite (shown below).

Like we mentioned above, one of the most interesting things about this dataset is the wide variety of features it encompasses. Therefore, the first thing we wanted to do was see if we could easily and accurately classify the different features.Using the full 10 band GeoTIFF, we trained an algorithm to classify this image into 12 different categories: soil, sand, water, grass, trees, dead vegetation, yellow grass, green crop, dark red crop, dark green crop, yellow/bright crop, and potential artifacts.

The results were quite accurate as you can see. The computer was able to classify the entire dataset even though there were some harsh shadows obscuring some features.Were especially excited to see how classification models improve as we add more bands.

Image Classification with the RedEdge-MX Dual Camera System 2

With 10 band as opposed to 5 band data there is inherently more information to train models with, opening up the possibilities for classification algorithms and other analysis tools.From here, we would like to take this further and use the different bands to classify the different tree species. This isnt the last time well post about this dataset so stay tuned!

Well be posting mini-stories from other datasets as well, so check back here for updates! In the meantime, you can download RedEdge-MX Dual Camera sample data here, and you can learn more about the system itself here!.

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Dual Monitors Reset Intermittently When Certain Programmes Are Run
Dual Monitors Reset Intermittently When Certain Programmes Are Run
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Apparently the AMDGPU-PRO drivers have some issue, at least for me, with dual monitors.One thing I am curious about, did you have the dual monitor setup before installing the AMDGPU-PRO drivers or after? I added my second monitor after and had this issue------Elementary OS different wallpapers on each monitorYou can use HydraPaper. It's available to install with flatpak. To install it on Elementary OS you need first to install flatpak:sudo apt-get updatesudo apt install flatpakflatpak remote-add --if-not-exists flathubyou can install HydraPaper by running:flatpak install flathub org.gabmus.hydrapaperTo run the program just run:flatpak run org.gabmus.hydrapaperThe next time when you login to your system you will find the program in your application menu------Calibrating Dual MonitorsWhat version of Windows are you running?If you use Windows 7, it has a monitor calibrating tool built in. Type 'Calibrate' in the start menu search box, and open the link 'Calibrate Display Color'. This will open the calibration window (seen below). Just follow the instructions through on one screen to calibrate it, then when you're finished, move the window to the other screen and do the same thing.You should then have two properly calibrated monitors!------Dual Monitors only one working?I am assuming the graphics card has 2x DVI output, and your mobo has 1x VGA output?When you install a graphics card, your mobo graphics are overridden. The VGA port will not work.You need to get a DVI to VGA adapter, to allow both monitors to plug into the DVI ports on the graphics card. Most graphics cards come with at least one in the box. If not, they're about 99p to buy in the shops.------Dual Monitors Won't WorkI have an HD 5450 card with dual monitors. Using the displays setting dialog will only work with the default open-source driver, which works pretty well for most things, although probably not for games.If you use the added proprietary driver, then you need to use the AMD catalyst settings app - the one with administrative privileges is the only one that will change settings. This app should be installed, and you can search for it in the applications------Dual screens with one workspace on each?As far as I know, Compiz doesn't support what you want.I've heard that there are other window managers that can. I don't remember which ones in particular -- Xmonad? Awesome? 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It creates a virtual kind of monitor where Ubuntu detects your two monitors as one giant one made up of the combined resolutions. The top bar is a bit buggy with unity and the two screens, but the sidebar works perfectly. This is solution so far, but I'm currently looking for a better way------How can I stop missing the corners of my dual-monitor setup?In all honesty, the simplest solution is to learn to use the keyboard shortcuts. Windows 8 is no longer a mouse-oriented operating system, and pointing devices have become a second-class citizen to the keyboard and touch input.Put the time into learning how to use the keyboard for these things, and you'll find it's far faster to do things than to use the mouse.Pulling from Microsoft's List of New Shortcuts and a few pre-existing shortcuts from Windows 7:------Is it possible to control which monitor is considered the primary monitor?The OP speaks about ATI card, so I would like to suggest an alternative, specific to NVidia cards, but consider that the accepted answer more generic and would work for both...My monitors have different max resolutions.I got these info after using nvidia-settings, configuring the monitors, and trying to create a xorg conf file (but not applying it, just reading it).After the boot, I just click on a desktop icon I created, to activate one of these configs------Buying dual monitors of different size and resolutionThere's absolutely no reason why you can't have different resolution and/or size monitors. There might be "jump" in cursor position when it crosses from one screen to another, but the OS should cope.Most graphics cards come with multiple outputs these days. Just look for one that mentions "dual view" or "double headed".If you're on Windows there are quite a few apps that allow you to put different images on each monitor. DisplayFusion is just one
What Is the Difference Between Intelligent Gate and Traditional Gate_ Taigewang Technology
What Is the Difference Between Intelligent Gate and Traditional Gate_ Taigewang Technology
With the continuous development of the automobile industry and the continuous increase of the number of vehicles, the demand for parking lot gate equipment for intelligent management vehicles in the parking lot is also increasing, and colleagues also put forward higher requirements for the performance of parking lot gate. Early road gates usually had a series of disadvantages, which often caused accidents when the gate rod landed, and were easy to cause damage to pedestrians and passing vehicles. The emergence of intelligent gate greatly reduces the occurrence of such accidents. Let's take a look at the difference between intelligent gate and traditional gate! 1: The utility model has the advantages of simple structure, stable operation, automatic pole lifting and convenient installation and maintenance. 2. The crank connecting rod mechanism is adopted for transmission, which reduces mechanical failure, low noise and no pollution. 3. The photoelectric limit control system with high sensitivity is adopted, which has reliable operation and accurate limit. 4. Special manual and automatic pole lifting devices are adopted, so that the gate can lift the pole manually even in the case of power failure, It does not affect the normal passage of vehicles. At the same time, the gate has a variety of control modes, supporting control modes such as wire control, remote control and communication protocol. 5: the intelligent gate has the anti smashing function to effectively prevent the gate rod from accidentally injuring vehicles and pedestrians. As an important part of the parking lot gate system, the gate plays a decisive and key role. Different functional gates are very important for the layout of the parking lot system.
What Is the Difference Between Intelligent Gate and Traditional Gate_ Taigewang Technology
What Is the Difference Between Intelligent Gate and Traditional Gate_ Taigewang Technology
With the continuous development of the automobile industry and the continuous increase of the number of vehicles, the demand for parking lot gate equipment for intelligent management vehicles in the parking lot is also increasing, and colleagues also put forward higher requirements for the performance of parking lot gate. Early road gates usually had a series of disadvantages, which often caused accidents when the gate rod landed, and were easy to cause damage to pedestrians and passing vehicles. The emergence of intelligent gate greatly reduces the occurrence of such accidents. Let's take a look at the difference between intelligent gate and traditional gate! 1: The utility model has the advantages of simple structure, stable operation, automatic pole lifting and convenient installation and maintenance. 2. The crank connecting rod mechanism is adopted for transmission, which reduces mechanical failure, low noise and no pollution. 3. The photoelectric limit control system with high sensitivity is adopted, which has reliable operation and accurate limit. 4. Special manual and automatic pole lifting devices are adopted, so that the gate can lift the pole manually even in the case of power failure, It does not affect the normal passage of vehicles. At the same time, the gate has a variety of control modes, supporting control modes such as wire control, remote control and communication protocol. 5: the intelligent gate has the anti smashing function to effectively prevent the gate rod from accidentally injuring vehicles and pedestrians. As an important part of the parking lot gate system, the gate plays a decisive and key role. Different functional gates are very important for the layout of the parking lot system.
The Parking Lot Management System Will Follow the Structured Design Line in the Future_ Taigewang Te
The Parking Lot Management System Will Follow the Structured Design Line in the Future_ Taigewang Te
With the increase of vehicles, the parking lot management system is used more and more in people's life and recognized by more and more people. With the social development, the parking lot management system also needs to keep pace with the times in terms of function and appearance. Nowadays, taigewang has spent a lot of effort to develop an intelligent parking lot system that can better meet the needs of most people in function and appearance, Make the parking lot system continue to stride into an outstanding brand. Society is developing, industry is progressing and human culture is progressing. The needs of users are ever-changing, but there is an eternal law, that is, it is expected that Taige king can provide users with more than expected goods and noble experience. Through the functional decomposition of the parking lot system, taigewang shows the appearance drawing, structure drawing and installation effect drawing of the complete parking lot system products, so as to more intuitively let users understand how our products can meet the needs of users first in every link. At the 15th China safety Expo, Taige Wanggong II parking lot system and follow II parking lot system were unveiled for the first time. Their high-end appearance design and advanced functions attracted the attention of many users. The follow II parking lot system avoided the trouble of previous license plate recognition parking lot system installation and commissioning, and directly integrated the vehicle type recognition system, flash lamp The display screens of the remaining parking spaces are concentrated on the cycle II controller, which is simple, generous and easy to operate; With high integration, small space, simple installation and wiring and convenient maintenance, it has been highly praised by many users. In the future, parking problem will become an important problem affecting people's life. Only by adopting intelligent parking system to meet people's needs as much as possible can we alleviate this situation; If the parking lot system wants to meet people's needs, both the product appearance and function must be able to meet the current growth rate of vehicles.
What Are the Benefits of Using Intelligent Management System in Parking Lot_ Taigewang Technology
What Are the Benefits of Using Intelligent Management System in Parking Lot_ Taigewang Technology
1、 Can avoid the loss of funds. The traditional artificial cash charging model has many defects. On the one hand, it has high work intensity and low efficiency. On the other hand, it is easy to cause loopholes or cash loss in finance. In contrast, the parking lot management system adopts computer charging, and each payment is confirmed, counted and recorded by the computer, so as to avoid operation errors or cheating. 2、 Ensure vehicle safety. The form of manual receipt and issuance may cause omissions or no records to find, car loss or false report of car loss, which brings a lot of inconvenience to the parking lot management, and can not ensure the property safety of the owner's vehicle. The parking lot management system will automatically store each parking record, and is also equipped with functional modules such as image comparison and owner vehicle capture. Information comparison will be carried out at the entrance and exit to protect the owner's vehicle safety. 3、 Promote the effective use of parking spaces. Parking space guidance is an important technology in the parking lot management system. It is a modern intelligent parking lot system that obtains empty parking space information by installing parking space detectors in each parking space, provides and transmits parking space information to car owners through data processing, and guides car owners to park their vehicles. This parking lot system technology can help car owners quickly find parking spaces, reserve / retain parking spaces and quickly find cars, effectively prevent congestion in the parking lot, improve the use efficiency of parking spaces, accelerate vehicle turnover, improve the economic benefits of the parking lot, improve customer satisfaction and shape a good image of the parking lot. 4、 Effectively maintain the order of the parking lot. The parking lot system is mainly managed in three forms: license plate recognition, card reading and ticket reading. Vehicles can enter and leave the parking lot quickly and effectively alleviate the congestion at the entrance and exit of the parking lot. Vehicles using the card reading / ticket method can get the card / ticket by themselves and pay manually when they leave the site (internal vehicles can directly read the card and leave the site); Using the license plate recognition method, internal vehicles can enter and exit without parking, while external vehicles only need to pay for entering and leaving the site, without the cumbersome process such as card / ticket collection.
License Plate Recognition System Will Lead the Development of the Industry in the Future_ Taigewang
License Plate Recognition System Will Lead the Development of the Industry in the Future_ Taigewang
Intelligent transportation is an important indicator to measure the development of a city. In order to ensure the parking safety of vehicles and improve people's quality of life, more and more places begin to consider installing parking system equipment. According to the demand, parking system has become an indispensable part of our life. From the current situation, the parking lot system in the market has a wide variety of functions, and the quality is mixed. The asymmetry of information often makes consumers feel powerless when choosing the parking lot system. As a manufacturer of parking lot system, we will choose a suitable parking lot system for consumers from the aspects of parking, looking for parking space, car search, payment and so on, so that car owners can better experience convenient parking services. With the precipitation of time and technology and the continuous progress of technology, the problem of difficult parking has been well alleviated to a certain extent. Parking lot enterprises have also made a lot of efforts on this problem. The license plate recognition system has been tested by the market and will gradually lead the development trend of parking lot system. It is understood that the reason why the license plate recognition system can be recognized by the market and even sought after by people is mainly because it has remarkable advantages such as excellent unblocked ability, easy installation and maintenance compared with the traditional card / ticket collection parking lot system. As an important part of modern intelligent transportation system, license plate recognition system has a wide range of application scenarios. It analyzes the vehicle image or video sequence taken by the camera based on digital image processing, pattern recognition, computer vision and other technologies, and obtains the unique license plate number of each vehicle, so as to complete the recognition process. The license plate recognition system has been welcomed by many people since it was used. It not only brings convenient parking to people, but also adds a lot of benefits to the parking lot on the original basis, makes up for some loopholes in management, and makes the car owners more assured and safe.
The Parking Lot System Combines Internet Technology to Provide More Intelligent Life_ Taigewang Tech
The Parking Lot System Combines Internet Technology to Provide More Intelligent Life_ Taigewang Tech
In the past two years, the parking lot system has combined some technologies of the Internet to integrate parking space query, reverse car search and self-service payment, which has made a qualitative change in the use of the parking lot system in the parking lot, making it more convenient for people to park and providing people with more intelligent life experience. Compared with the traditional card swiping parking lot system, the intelligent parking lot system uses license plate recognition technology and Internet technology to manage the vehicles entering and leaving the parking lot. License plate recognition technology is one of the most effective ways to solve the difficulties of vehicles entering and leaving the parking lot at present. The owner avoids the cumbersome steps of parking and card collection, and enters and leaves the parking lot at will through license plate recognition, It solves the problem of waiting in line and has been well applied in major parking lots. The use of Internet technology in the parking lot is the most advanced user experience at present. It makes full use of the convenience brought by mobile Internet technology to people's life. People can view the use status of parking spaces in the parking lot in real time through mobile phone mobile terminal. In view of the current parking difficulties, they can also carry out online reservation of parking spaces, route navigation and other functions, After parking, in order to avoid the cumbersome process caused by manual charging, we can pay the parking fee through the mobile terminal, and concentrate the previous manual management process on the mobile terminal through Internet technology. In this era of information explosion, the application of mobile Internet technology in the parking lot system, combined with the parking needs of users, Provide a more intelligent parking experience. The combination of parking lot system and Internet technology can be said to change the parking lot management from manual management to unmanned management. Similarly, intelligent management also makes the parking space utilization rate of the parking lot higher and solves the demand of the contradiction between vehicle supply and demand.
How Does the Intelligent Parking Lot System Alleviate the Imbalance Between Supply and Demand of Par
How Does the Intelligent Parking Lot System Alleviate the Imbalance Between Supply and Demand of Par
From the current parking problem, we can see that the scarcity of parking space is the root of the parking problem, that is, the contradiction between the limited parking space resources and the increasing number of cars. To solve the contradiction between supply and demand of parking spaces, we should not only improve the vehicle capacity rate from the parking space and adopt foreign advanced technical experience, but also generally adopt the intelligent parking lot system to solve the current parking problems, and take it as the supporting transportation facilities in the parking lot for planning and construction. With the rapid development of urbanization in China, the contradiction between supply and demand of urban parking has become increasingly prominent. Coupled with the problems existing in facility layout and operation management, it has led to serious parking difficulties and traffic congestion, which not only affects people's quality of life and urban ecological environment, but also restricts the sustainable development of urban traffic. In view of the current parking problem, the most direct and effective solution is to adopt intelligent parking lot system and improve the parking industry with intelligent manufacturing transformation; Realize transformation and upgrading with intelligence, promote safety construction, and realize national intelligent parking management. How to make rational use of the parking space in the parking lot, the first is to understand the use of the parking space in the parking lot in real time. According to the display of the remaining parking space, the owners entering the parking lot can know whether there is any remaining parking space in the parking lot at the first time, and guide the owners to park according to the instructions of the remaining parking space, so as to display and guide the parking space in real time, So that car owners save a lot of time looking for parking spaces. With the rapid development of intelligent parking system, its application has covered all fields of our life. In order to make people's parking more convenient, its functions are more and more diverse.
What Is Face Recognition Technology_ Taigewang Technology
What Is Face Recognition Technology_ Taigewang Technology
Face recognition is a technology that can recognize or verify the identity of the subject in the image or video. The first face recognition algorithm was born in the early 1970s. Since then, their accuracy has been greatly improved. Now people tend to prefer face recognition compared with biometric methods traditionally considered more robust, such as fingerprint or iris recognition. One big difference that makes face recognition more popular than other biometric methods is that face recognition is essentially non-invasive. For example, fingerprint recognition requires users to press their fingers on the sensor, iris recognition requires users to be close to the camera, and speech recognition requires users to speak loudly. In contrast, modern face recognition systems only require users to be in the field of view of the camera (assuming that their distance from the camera is also reasonable). This makes face recognition the most user-friendly biometric method. This also means that face recognition has a wider range of potential applications, because it can also be deployed in environments where users do not expect to cooperate with the system, such as monitoring systems. Other common applications of face recognition include access control, fraud detection, identity authentication and social media. When deployed in an unconstrained environment, face recognition is also one of the most challenging biometric methods because the presentation of face images in the real world is highly variable (this kind of face images are usually called faces in the wild). The variable parts of face image include head posture, age, occlusion, lighting conditions and facial expression. Figure 1 shows an example of these cases.
Install the Automatic License Plate Recognition System of the Parking Lot and Eliminate the "in and
Install the Automatic License Plate Recognition System of the Parking Lot and Eliminate the "in and
In order to alleviate the congestion of the connecting sections of urban trunk roads and urban roads and eliminate the difficulty of entering and leaving the parking lot as soon as possible, the installation of license plate recognition system in the parking lot can change the traditional access management mode, eliminate the time for vehicles to swipe their cards in and out of the parking lot and speed up the traffic speed of vehicles. With the development of technology, we should break the traditional management mode, timely adopt advanced technology and equipment, promote the development of the original manual charging management of the parking lot to the intelligent direction, strengthen the management of the parking lot, and solve the problem of parking difficulty by changing the management mode of the parking lot. At present, the parking problem has seriously affected people's life and greatly hindered people's driving. Therefore, intelligent traffic management will be the general direction of traffic development in the future. License plate recognition parking lot system has been greatly developed in the parking lot. Compared with the all-in-one card system, license plate recognition has obvious advantages, which makes it easier for vehicles to enter and leave the parking lot. Firstly, compared with the all-in-one card, the license plate recognition parking lot system eliminates the work of card management; First, the card cost of the all-in-one card system is too high, which requires a lot of personnel to manage. Second, cards are easy to lose. For property managers, they need to register, cancel and change cards constantly, which not only wastes time, but also wastes capital cost. Secondly, the license plate recognition parking lot system can work normally in case of power failure, while the all-in-one card can not manage the vehicle in case of power failure. Finally, one of the most obvious advantages of the license plate recognition parking lot system is that it can enable the owner to enter the parking lot directly without parking and swiping his card. When leaving the parking lot, he can judge whether to release or not by comparing with the incoming vehicle information. In view of these special functions of license plate recognition parking lot system, it has been widely used in parking lot in recent years. With the increasing maturity of license plate recognition parking lot system technology, continuous upgrading of technology, continuous optimization of products and continuous improvement of recognition rate, at the same time, it can enable car owners to directly enter the parking lot without parking card swiping time, which effectively alleviates the difficulty of entering and leaving the parking lot, and will certainly become the development trend of the parking lot in the future.
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Shenzhen TGW Technology Co.,Ltd é o fornecedor líder de soluções de controle de acesso para sistema de estacionamento inteligente de veículos, sistema de reconhecimento de placas e catraca de controle de acesso de pedestres e terminais de reconhecimento facial.
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