TGW is professinal on design and solution for parking management system
Real Time Vehicle Detection Using YOLO
2021-05-01
Tigerwong Parking
275
This is a project for Udacity self-driving car Nanodegree program. The aim of this project is to detect the vehicles in a dash camera video. We use the You Only Look Once (YOLO) to detect the vehicles from a dash camera video stream, and is able to achieve almost real time (35FPS) processing.
The code for the project is The final video output is here.Introduction to object detectionDetecting vehicles in a video stream is an object detection problem. An object detection problem can be approached as either a classification problem or a regression problem.
In the classification approach, the image are divided into small patches, each of which will be run through a classifier to determine whether there are objects in the patch. The bounding boxes will be assigned to patches with positive classification results. In the regression approach, the whole image will be run through a convolutional neural network directly to generate one or more bounding boxes for objects in the images.
In this project, we will implement the version 1 of tiny-YOLO in Keras, since its easy to implement and are reasonably fast.The tiny-YOLO v1The YOLO approach of the object detection is consists of two parts: the neural network part that predicts a vector from an image, and the postprocessing part that interpolates the vector as boxes coordinates and class probabilities. For the neural network, the tiny YOLO v1 is consist of 9 convolution layers and 3 full connected layers.
Each convolution layer consists of convolution, leaky relu and max pooling operations. The first 9 convolution layers can be understood as the feature extractor, whereas the last three fully-connected layers can be understood as the regression head that predicts the bounding boxes. There are a total of 45,089,374 parameters in the model.
The output of this network is a 1470 vector, which contains the information for the predicted bounding boxes. The information is organized in the following wayThe 1470 vector output is divided into three parts, giving the probability, confidence and box coordinates. Each of these three parts is also further divided into 49 small regions, corresponding to the predictions at the 49 cells that form the original image.
In postprocessing steps, we take this 1470 vector output from the network to generate the boxes that with a probability higher than a certain threshold.Training the YOLO network is very time consuming. We use the pretrained weights from here (172M) and load them into our Keras model.
ResultsThe following shows the results for several test images. We can see that the cars are detected correctly:Here is the result of applying the same pipeline to a video. In order to see the true performance of the model, each frame is processed independently and no temporal smoothing is applied.
We see that the detection is fairly accurate, with just one false positive.The YOLO is known to be fast. In this project, the video is processed on a Nvidia 1080Ti GPU and is able to achieve 35FPS without batch processing.
AcknowledgmentThanks to allanzelener and Trieu for their helpful discussion on YOLO. Thanks to Calvenn Tsuu for performance testing.ReferenceJ.
Redmon, S. Divvala, R. Girshick, and A.
Farhadi, You Only Look Once: Unified, Real-Time Object Detection, arXiv:1506. 02640 (2015). J.
Redmon and A. Farhadi, YOLO9000: Better, Faster, Stronger, arXiv:1612.08242 (2016).
darkflow, RELATED QUESTION Is there any career or scope for Bio-Medical Engineering in North India? As the OP didn't specify any particular thing and as OP appears from India.nI assumed and edited the question to say that its North India, and corrected spelling of Career too.
Career or Scope for Biomedical Engineering in North India. nI hail from North and have experienced Biomedical Engineering there, So what are your options for the samenCareer wise: Biomedical Engineering Jobs are available in Hospitals in Delhi NCR, Chandigarh as well as other important tier-2 cities of North. Apart from that there are n number of companies in Delhi NCR for Biomedical Engineering.
Delhi holds one of the largest surgical instruments companies in India. These companies do manufacturing as well as trading of medical equipment. Apart from that there are many companies which employ engineers for different profiles like application specialists, Service and sales engineer.
Most of my friends in Delhi- NCR are well placed and growing decently in their careers. Research wise: Center for Biomedical Engineering, AIIMS and IIT Delhi is one of the most forward research center in Biomedical Engineering in the country. They also have collaboration with Stanford for Stanford India BiodesignnApart from this we have National Brain Research Center in Gurgaon, doing amazing research in BiomedicalnDRDO lab in delhi does a lot of work in Biomedical EngineeringnDTU also has researchers working in Biomedical EngineeringnIn Chandigarh we have CSIO, CSIR labs which have premier facilities for Biomedical ResearchnIIT Ropar also offers Biomedical Research along with NIT Jalandhar which has a stronghold in ResearchnBiomedical Engineering as a Masters level course offered in ITBHU also offers good research opportunities, IIIT alahabad also has good opportunities along with NIT AllahabadnnThere is a lot of scope in Biomedical Engineering in upcoming years not just NORTH INDIA but all over India.
The Foreign investments on Medical Device research are increasing like anythingnSo Dont Lose hope, Focus on your Basics, We are on a ROLL. .Is there any career or scope for Bio-Medical Engineering in North India?
Is their any career or scope for Bio-Medical Engineering in North India?
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Welcome to our latest article, where we delve into the exciting world of car park management! Today, we are thrilled to introduce you to a game-changing innovation that is revolutionizing the industry: the Efficient Ticketing System. In a world where parking chaos and long queues have become the norm, this cutting-edge solution emerges as a beacon of hope, promising to streamline and enhance the overall parking experience for both motorists and parking operators. Buckle up as we unravel the incredible features and benefits of this groundbreaking system, and discover how it is set to transform the way we park forever. If you are ready to bid farewell to parking woes and embrace a seamless parking future, join us as we dive deeper into the marvels of the Efficient Ticketing System!Streamlining Car Park Access: Enhancing Efficiency with the New Ticketing SystemWith the advancement of technology, car park management has become a critical area of concern for businesses and infrastructure developers. Efficiently managing car park access and ensuring seamless operations have always been a challenge for organizations. However, with the introduction of Tigerwong Parking Technology's innovative ticketing system, a revolution in car park management is on its way.The new ticketing system from Tigerwong Parking Technology aims to enhance efficiency, streamline car park access, and provide a seamless experience for both car park operators and users. 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The system also offers multiple payment options, including contactless payments and digital wallets, catering to the needs and preferences of a diverse user base. Furthermore, the system sends real-time notifications to users regarding parking availability, duration, and payment reminders, offering a seamless and stress-free parking experience.From a sustainability perspective, the Tigerwong Parking ticketing system also contributes to reducing the carbon footprint. By eliminating the need for physical tickets and manual processes, the system reduces the consumption of paper, ink, and other resources. Additionally, the integration of electric vehicle charging stations and smart parking guidance systems promotes eco-friendly practices and encourages the adoption of electric vehicles.In conclusion, the introduction of the efficient ticketing system by Tigerwong Parking Technology marks a significant milestone in car park management. By streamlining car park access, enhancing efficiency, and prioritizing user convenience, the innovative system offers a breath of fresh air to the industry. With its automation capabilities, seamless integration, comprehensive reporting tools, and focus on sustainability, the Tigerwong Parking ticketing system revolutionizes car park management and sets a new standard for efficiency and user experience.Enhancing Payment Convenience: Introducing Contactless Methods for Swift Ticket PurchasesIn today's fast-paced world, time is the most valuable asset. With the increasing number of vehicles on the roads, finding convenient and efficient parking solutions has become a pressing issue. Traditional parking systems often result in long queues and hassle for drivers, impacting their overall experience and wasting precious time. However, with the revolutionary ticketing system introduced by Tigerwong Parking Technology, car park management is set to undergo a transformative change.The main focus of this article is on the advancements made by Tigerwong Parking Technology in the field of car park ticketing systems. By adopting cutting-edge technology and innovative methods, Tigerwong Parking is revolutionizing the way parking is managed, providing a seamless and convenient experience for both car owners and parking operators.One of the key features of this new ticketing system is the introduction of contactless payment methods, enabling swift ticket purchases. In the fast-paced world we live in, people expect quick and hassle-free transactions. With the contactless payment option, customers can easily pay for their parking tickets using their preferred method, be it mobile payment apps, contactless credit cards, or even wearable devices. This eliminates the need for physical cash or card swiping, streamlining the payment process and reducing waiting times at ticket booths.By embracing contactless payment technology, Tigerwong Parking is enhancing payment convenience and ensuring a smooth parking experience. Drivers no longer have to fumble for loose change or worry about credit card compatibility. They can simply tap and go, saving valuable time and effort.Moreover, this ticketing system offers various benefits for parking operators as well. With contactless payment, operators no longer need to handle large amounts of cash or manually process credit card transactions. This not only reduces the risk of theft and human error but also increases overall operational efficiency. Additionally, the system provides real-time data analytics, allowing operators to monitor occupancy rates, optimize resource allocation, and make informed decisions to improve the overall parking experience.In terms of security, the ticketing system implemented by Tigerwong Parking is second to none. With the use of advanced encryption and secure payment gateways, customers can rest assured that their personal and financial data is protected. This instills a sense of trust and confidence, further enhancing the overall customer experience.Furthermore, the ticketing system seamlessly integrates with Tigerwong Parking's mobile app, allowing users to easily locate available parking spaces, reserve spots in advance, and even receive real-time notifications about parking availability. 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"Tigerwong Parking," a leading name in parking technology, has introduced an efficient ticketing system that promises to revolutionize car park management, offering smart solutions for effective space utilization.Maximizing Space Utilization:One of the key challenges faced by car park operators is space utilization. Often, car parks are underutilized, leading to wasted space and potential revenue loss. The efficient ticketing system by Tigerwong Parking Technology addresses this issue by providing real-time data on available parking spaces. This information allows car park operators to guide drivers to empty parking bays quickly, reducing the time and effort spent in searching for a parking spot. By maximizing space utilization, the ticketing system helps increase revenue generation for car park operators.Seamless Parking Experience:The ticketing system offered by Tigerwong Parking Technology aims to provide a seamless parking experience for users. Traditionally, finding a parking spot and purchasing a ticket could be a time-consuming process, leading to frustration for drivers. However, with the efficient ticketing system, users can easily navigate to available parking spaces through smart signage that directs them to vacant bays. Once parked, the system allows users to conveniently purchase a ticket through various payment options like mobile apps or contactless payments, eliminating the need for physical tickets or cash transactions. This streamlined approach makes parking hassle-free, saving users valuable time and effort.Real-time Monitoring and Management:Car park operators need to have a comprehensive understanding of their parking assets in order to effectively manage them. Tigerwong Parking's ticketing system offers real-time monitoring and management features, enabling operators to keep track of parking occupancy, revenue, and any potential issues. 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Additionally, the system generates digital receipts for all transactions, making it easy to track payments and resolve any disputes.In conclusion, Tigerwong Parking's efficient ticketing system presents a game-changing solution for car park management. By optimizing space utilization, providing a seamless parking experience, offering real-time monitoring and management, and ensuring secure and convenient payment options, this ticketing system sets new standards in the industry. Car park operators can now streamline their operations, increase revenue, and enhance user satisfaction. With the rise in urbanization and the growing number of vehicles on the road, such smart parking solutions have become a necessity in our modern world. Tigerwong Parking Technology has taken the lead in revolutionizing car park management, offering effective and innovative solutions to meet the needs of the ever-evolving parking industry.Redefining Customer Experience: Seamless Navigation and Clear Signage with the Efficient Ticketing SystemIn today's fast-paced world, efficient car park management is crucial to ensure smooth operations and customer satisfaction. To address this need, Tigerwong Parking Technology has revolutionized the industry by introducing the Efficient Ticketing System. With its advanced features and user-friendly interface, this cutting-edge technology is set to redefine the customer experience and streamline car park management.One of the key advantages of the Efficient Ticketing System is its seamless navigation capabilities. Traditional car park systems often leave drivers frustrated and confused due to complex layouts and inadequate signage. However, with Tigerwong Parking's innovative approach, drivers can navigate the car park effortlessly thanks to clear and easily readable signage. The system ensures that visitors are directed to the available parking spaces quickly, reducing traffic congestion and minimizing the time spent searching for a spot.Moreover, the Efficient Ticketing System provides visitors with a hassle-free experience from entry to exit. Gone are the days of fumbling for loose change or struggling with malfunctioning ticket machines. Tigerwong Parking's technology offers a contactless payment solution, allowing customers to make payments using various convenient methods such as mobile payments or card transactions. This not only enhances the overall customer experience but also increases operational efficiency by eliminating the need for manual ticket collection and handling.Another vital aspect of the Efficient Ticketing System is its ability to provide real-time information and updates. This feature is particularly valuable during busy periods or events when car parks tend to reach capacity quickly. Tigerwong Parking's advanced software enables car park operators to monitor occupancy levels, ensuring that they can efficiently manage the flow of vehicles and avoid overcrowding. Additionally, customers can access this information through various channels, such as mobile applications or digital signage, enabling them to make informed decisions about parking availability and choose alternative options if necessary.Tigerwong Parking Technology understands the importance of customer convenience and aims to deliver a seamless experience at every touchpoint. With the Efficient Ticketing System, the company takes customer satisfaction to new heights by offering additional value-added services. For example, customers can pre-book their parking spaces in advance, making their visit even more convenient and stress-free. This feature is particularly beneficial for frequent visitors, saving them time and effort by ensuring a guaranteed parking spot upon arrival.Furthermore, Tigerwong Parking's commitment to sustainability is evident in its Efficient Ticketing System. By adopting a digitalized ticketing process, the company reduces paper waste and supports the global movement towards eco-friendly practices. This technology also allows car park operators to easily analyze data on occupancy and traffic flow, enabling them to optimize their operations and reduce unnecessary energy consumption.In summary, Tigerwong Parking's Efficient Ticketing System redefines the customer experience by offering seamless navigation and clear signage. With its advanced features, such as contactless payments, real-time information updates, and value-added services, the system sets a new standard for efficient and customer-centric car park management. Moreover, the company's commitment to sustainability ensures that the technology not only benefits customers but also contributes to a greener and more sustainable future.Advanced Analytics for Smarter Decision-making: Leveraging Data Insights in Car Park ManagementIn today's data-driven world, businesses have realized the importance of leveraging advanced analytics for smarter decision-making. Car park management is no exception to this trend. With the advent of technology and the rise of data insights, traditional ticketing systems are being replaced by more efficient and innovative solutions. Tigerwong Parking Technology, a leading provider of smart parking solutions, introduces their advanced ticketing system that harnesses data insights to revolutionize car park management.Understanding the Need for Advanced Analytics:Conventional car park management systems often rely on manual processes, leading to inefficiencies and inaccuracies. From hand-written tickets to manual calculations, these systems are prone to errors that result in revenue leakage and customer dissatisfaction. Moreover, the inability to track real-time data makes it challenging for parking operators to optimize resource allocation and make informed decisions.Tigerwong Parking's advanced ticketing system addresses these challenges by leveraging data insights. By using cutting-edge analytics, this system provides a comprehensive overview of parking operations, enabling parking managers to optimize their resources, improve customer experience, and enhance overall efficiency.Key Features of Tigerwong's Advanced Ticketing System:1. Real-Time Data Monitoring: The ticketing system links with sensors and surveillance cameras installed in parking lots, capturing real-time data on parking occupancy, turnover, and peak hours. This data is continuously updated, allowing parking managers to effectively manage parking spaces and allocate resources accordingly.2. Predictive Analytics: Tigerwong's system utilizes predictive algorithms to forecast parking demand and occupancy patterns. This invaluable insight enables parking operators to proactively plan for busy periods and make data-driven decisions on pricing, staffing, and promotions.3. Seamless Integration: The ticketing system effortlessly integrates with existing parking management infrastructure, including barrier gates, payment terminals, and mobile applications. This ensures a smooth transition and minimal disruption for both parking operators and parkers.4. Enhanced Customer Experience: With Tigerwong's ticketing system, customers can enjoy a hassle-free parking experience. The system offers various payment options, including contactless payments and mobile apps, streamlining the payment process and reducing queue times. Additionally, the system provides real-time information on parking availability and directions, allowing parkers to find parking spaces quickly and conveniently.Benefits of the Advanced Ticketing System:1. Increased Revenue: The accurate tracking of parking occupancy and pricing optimization provided by the system leads to increased revenue for parking operators. By capitalizing on data insights, operators can offer competitive pricing during off-peak hours, target high-demand periods with surge pricing, and minimize revenue leakage through improved ticketing accuracy.2. Operational Efficiency: The real-time monitoring and predictive analytics capabilities of Tigerwong's ticketing system improve operational efficiency. Parking managers can proactively manage staff deployment, streamline traffic flow and reduce congestion, resulting in a smoother parking experience for customers.3. Cost Savings: The advanced ticketing system eliminates the need for manual ticketing processes, reducing labor costs associated with ticket issuance and calculation. Moreover, the optimized resource allocation and better utilization of parking spaces lead to cost savings for parking operators.Car park management is undergoing a transformative phase with the introduction of Tigerwong Parking Technology's advanced ticketing system. By leveraging data insights and analytics, this system empowers parking operators to make smarter decisions, enhance customer experience, and optimize their operations. With the ability to monitor real-time data, utilize predictive analytics, and seamlessly integrate with existing infrastructure, Tigerwong's ticketing system revolutionizes car park management and sets a new standard for efficiency and innovation in the industry.ConclusionIn conclusion, the advent of the Efficient Ticketing System has revolutionized car park management in profound ways. With our 20 years of experience in the industry, we have witnessed firsthand the evolution and growth of parking systems. The implementation of this advanced solution has not only streamlined operations but also enhanced customer satisfaction and revenue generation for businesses. From hassle-free ticketing to real-time data analytics, this system has truly transformed the way car parks are managed. As we move forward, we remain committed to staying at the forefront of innovation in the parking industry, continually seeking improvements to deliver even greater efficiency and convenience to our clients. Join us on this exciting journey as we continue to shape the future of car park management with groundbreaking technologies. Together, we can create smarter, more efficient and customer-centric parking solutions for the years to come.
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Shenzhen Tiger Wong Technology Co., Ltd is the leading access control solution provider for vehicle intelligent parking system, license plate recognition system, pedestrian access control turnstile, face recognition terminals and LPR parking solutions.
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CONTACT US
Shenzhen TigerWong Technology Co.,Ltd
Tel: +86 13717037584
E-Mail: info@sztigerwong.com
Add: 1st Floor, Building A2, Silicon Valley Power Digital Industrial Park, No. 22 Dafu Road, Guanlan Street, Longhua District,
Shenzhen,GuangDong Province,China
