Esp32 license plate recognition. Integrated seamlessly for optimal performance and accuracy.

Esp32 license plate recognition May 12, 2025 · This project allows you to capture car license plates using an ESP32-CAM, extract the license plate number using OCR (Optical Character Recognition), and then send an SMS notification with the car's parking information using a SIM800L GSM Module. * - Camera functionality to capture images for license plate recognition. Feb 26, 2020 · Watch on Posted in Machine Learning Tagged ai, number plate recognition, privacy, raspberry pi ← Sonic The Self-Balancing Robot: Face-Plants And The Challenges Of Sensor Integration Data Gathering Setup Hardware Components: ESP32-CAM OLED Display Integration The ESP32-CAM is a powerful camera module integrating both Wi-Fi and Bluetooth functionalities. The International Journal For Multidisciplinary Research, 2024 This research introduces a dual-component Vehicle License Plate Recognition (VLPR) system designed to improve the accuracy and efficiency of automated traffic monitoring systems. we’ve developed a vehicle number plate recognition system. License Plate Recognition (LPR) software that works in blurry, dark, low-res and other environments with Make, Model, Color, Type, Region. OpenCV is an open-sourced image processing library that is very widely used not just in industry but also in the field of research and development. Includes detailed hardware Automatic License Plate Recognition library. Licensed works, modifications, and larger works may be distributed under different terms and without source code. YOLO + OCR for License Plate Recognition | Computer Vision Hands-on Project License Plate Detection Demo Using Raspberry Pi Camera We are going to create a smart parking system with an Automatic Number Plate Recognition (ANPR) system using the affordable ESP32-CAM. It's free to sign up and bid on jobs. About Automatic Number Plate Recognition (ANPR ) using Arduino computer-vision arduino-uno anpr Readme MIT license License Plate Detection Demo Using Raspberry Pi Camera Data Slayer 247K subscribers 2. Supports Wi-Fi, Bluetooth, and voice/image AI for smart surveillance, access control, and AIoT development. ESP32-CAM Text recognition (Tesseract. 4K This project utilizes an ESP32-CAM module to capture images, perform Optical Character Recognition (OCR) using Tesseract, and display the live stream with extracted text. Apr 1, 2025 · In this comprehensive tutorial, we’ll guide you through building a License Plate Recognition System using the ESP32-CAM. We can extract the license plate from an image using some computer vision techniques and then we can use Optical Character Recognition to recognize the license number. The system automatically grants access to authorized vehicles, denies unknown entries, and provides manual control via the Blynk IoT app. Nov 5, 2024 · Explore an innovative AI-based smart parking system using the affordable ESP32-CAM with Automatic Number Plate Recognition (ANPR). Subsequently, the data is sent through the LoRa link and stored on the ThingSpeak platform for Aug 15, 2022 · Automatic number-plate recognition can be used to store the images captured by the cameras as well as the text from the license plate, with some configurable to store a photograph of the driver. 49K subscribers Subscribed Dec 16, 2017 · This was a fun project, I'm sure that with further research it can be a pretty cool and reliable software, using YOLO for license plate detection seemed to work pretty good, perhaps cleaning up the dataset and further optimizing the training and inference processes will make it even better, perhaps using a machine learning based number/letter 🚗💡 Built a Vehicle Number Plate Recognition System with ESP32-CAM! Excited to share my latest IoT project! 🎉 Using an ESP32-CAM, I created a system that captures vehicle number plates May 11, 2020 · Previously we learned about face recognition using Raspberry Pi and OpenCV. License number Plate Recognition using ESP32-CAM and Circuit Digest Cloud API. Without any further delay, let's Dec 29, 2024 · "This project focuses on developing a cloud-enabled Automatic Number Plate Recognition (ANPR) system using the ESP32-CAM module. The system captures images in real time, processes them locally and transmits them via UART2 to a second ESP32. The project addresses the need for automated vehicle license plate detection systems. 🌟 Enhances urban parking efficiency and security with real-time authorization checks! 🚗💡 Built a Vehicle Number Plate Recognition System with ESP32-CAM! Excited to share my latest IoT project! 🎉 Using an ESP32-CAM, I created a system that captures vehicle number plates Sep 28, 2025 · An open-source project leverages the ESP32 microcontroller to detect automated license plate recognition (ALPR) and facial recognition cameras in public spaces, aiming to map the expanding surveillance landscape. jpg ├── Generating API _ B. dharanishmadesh / License-Plate-Recognition-using-ESP32-CAM Public Notifications You must be signed in to change notification settings Fork 0 Star 0 In this comprehensive tutorial, we’ll guide you through building a License Plate Recognition System using the ESP32-CAM. Automatic Number Plate Recognition (ANPR) is a system capable of reading vehicle number plates without human intervention through the use of high speed image capture with supporting illumination, detection of characters within the images provided, verification of the character sequences as being those from a vehicle license plate, character recognition to convert image to text; so ending up Automatic License Plate Recognition library. This sort of system has several principal applications related to management functions associated with traffic, law enforcement, tolls recovered, and payment for parking. Other posts 󱎖 Esp32-s3 module with 2. PCB5. Project code runs on the DFRobot ESP32-S3 AI Camera module and performs automatic license plate recognition (ANPR) using Google’s Gemini API. RTCPMS replaces the Raspberry Pi with ESP32 in every parking slot along with an IR sensor which detects the presence of a vehicle in the slot. 4ghz wifi and bluetooth support Suki Lan IoT, Arduino, ESP32 & Raspberry Pi 3y · Public We are extremely excited to announce that THE ESP32 -S3 MODULE is coming！！ 🚪 Just wrapped up a project I’ve been working on: an ESP32-powered automatic gate opener that uses camera-based license plate recognition! In this demo, you’ll see the gate open automatically for authorized vehicles—combining AI, IoT, computer vision, and robotics in one smart system. Welcome to the Smart Parking System project! This system leverages the ESP32-CAM to create an intelligent parking management solution that integrates image recognition, web server communication, and real-time updates. The system is designed for real-time license plate detection and remote display, suitable for applications like automated vehicle monitoring or parking systems. Real-Time license plate detection and recognition can be very useful for automating toll booths, finding out traffic rule breakers, and for addressing other vehicle-related security and safety issues. Here's how it works Apr 26, 2021 · This paper presents a detailed survey of current techniques and advancements in Automatic-Number-Plate-Recognition (ANPR) systems, with a comprehensive performance comparison of various real-time Oct 4, 2023 · A parking slot monitoring system prototype has been produced using the JSN-SR04T ultrasonic sensor and vehicle license plate recognition with ESP32-CAM. The 'Flock You' device identifies cameras from companies like Flock Safety by analyzing Wi-Fi and Bluetooth signatures, empowering individuals to document surveillance infrastructure Add free ALPR (automated license plate recognition), facial recognition, and general computer vision object detection to Blue Iris using the free and open so License Plate Recognition with OpenALPR using Raspberry PI and Python SPARKLERS : We Are The Makers 8. The ASUS IoT ALPR Dev Kit holistically combines essential hardware, AI algorithms and business logic to support both stationary and portable systems, which helps customers accelerate development and deployments. Luana Kiara) 1. You’ll receive step-by-step instructions, complete with a circuit diagram and code, to help you capture images of cars and bikes. The ESP32 communicates to the server by wi-fi communication technology. Jul 1, 2023 · Number Plate recognition, also called License Plate realization or recognition using image processing methods is a potential research area in smart cities and Internet of Things. Luana Kiara) Bad Boy · Tungevaag & Raaban (ft. How to quickly and accurately read text from a license plate? Next, how can we use wifi to access the license plate detector remotely? Using the ESP32 CAM as a camera, the camera detection results are converted into a Google Lens recorder to retrieve text, one of which is researching vehicle plate detection. Jul 12, 2025 · Recognizing a Car License Plate is a very important task for a camera surveillance-based security system. Edge processing is supported using TFLite and int8 Developed an advanced Smart Parking system integrating AI-driven license plate recognition. It first connects to Wi-Fi and synchronizes the real-time clock via NTP. HP-W100 camera is used for every parking lot to capture the license plate. Leveraging computer vision and machine learning techniques, the Jun 1, 2023 · License Plate Recognition is one of the significant enablers that can be utilized in wide range of applications in ITS and smart cities. Aug 18, 2020 · A complte video about the car number plate detection system i hope you will love this video. cloud API. Nov 23, 2024 · In this tutorial, we'll give you step-by-step instructions with circuit diagram and code to walk you through capturing an image of a car or bike, sending it to a cloud server that uses AI to recognize the license plate, and retrieving the decoded characters back to the ESP32-CAM. com. Water pump8. The ESP32 series employs either a Tensilica Xtensa LX6, Xtensa LX7 or a RiscV processor, and both dual-core and single-core variations are available. Contribute to openalpr/openalpr development by creating an account on GitHub. Buck connectors 6. * - Real-time web server interface for Easily ask your LLM code questions about├── Circuit Diagram_Number plate Detection. Experience the power of AI + IoT in this innovative Smart Parking System using the ESP32-CAM! 🚗 This project automatically detects vehicle license plate num About An IoT-based gate automation solution using ESP32-CAM, PIR sensor, and DC motor with OCR-powered license plate recognition. The proposed design relies on three image processing stages to achieve license plate identification with high accuracy which are pre-processing, segmentation, and character recognition. The program for recognizing license plates in the parking lot, which was utilized for both 1 and 2 rows of Vietnamese license plates. jpg ├── Generating API _ A. The canny edge detection method with various thresholds, contour Learn how to use ESP32-CAM for Number plate recognition Capture vehicle plates, send images to our cloud API, and get results instantly! Perfect for Jan 18, 2025 · Multiple license plate recognition by single camera: The existing research in extracting license plates of parked vehicles needs individual cameras for a single vehicle at a time. jpg Latest commit History History 88. Get high-accuracy, developer-friendly automatic license plate recognition (ALPR) or automatic number plate recognition (ANPR) software! The core of our ALPR, ANPR system is based on state of the art deep neural networks architectures. A short and simple permissive license with conditions only requiring preservation of copyright and license notices. Jun 27, 2025 · Today, we will design a project where we will perform Text Recognition from Video Feed using ESP32-CAM, we will use the OpenCV Image Processing Library and write code in Python. License-Plate-Recognition Phương pháp mình giới thiệu lần này bao gồm 4 bước: Xác định vùng chứa biển số xe sử dụng Yolo Tiny v3 Sử dụng thuật toán segment để tách từng kí tự trên biển số xe Xây dựng một model CNN để phân loại các kí tự (characters classification) Circuit Diagram_Number plate Detection. - Circuit-Digest/License-Plate-Recognition-using-ESP32-CAM Search for jobs related to Esp32 license plate recognition or hire on the world's largest freelancing marketplace with 25m+ jobs. For monitoring wide range areas, we use surveillance systems like CCTV, Drones, IP Camera, License Plate Recognition (LPR) etc. May 20, 2024 · This article provides a detailed overview of a car license plate recognition system designed for detecting EU and Swiss plates. About Automatic Number Plate Recognition (ANPR ) using Arduino computer-vision arduino-uno anpr Readme MIT license 🚗Build your own license plate recognition system with the ESP32-CAM! #licenseplaterecognition Sep 21, 2020 · In this tutorial, you will build a basic Automatic License/Number Plate (ANPR) recognition system using OpenCV and Python. The system was created to make it easier This project entails developing a system for vehicle number plate detection, utilizing an ESP32 microcontroller and a camera module. Join the Co-founder and CEO of Abud AI, as he demonstrates how to perform real-time license plate recognition using YOLO v7 and OCR. Additionally, we will manage barrier opening and closing, as well as vehicle entry and exit detection, using IR sensors and more. Bo Motor4. /* * Smart Parking System using ESP32-CAM * * Features: * - WiFi connectivity for communication with a remote server. Systems commonly use infrared lighting to allow the camera to take the picture at any time of day or night. The FPGA-based system will automate car check-ins and check-outs for fast payments and parking space monitoring. With its built-in camera, it is possible to capture images and perform number plate recognition. I noticed this TinyML Digital Counter for Electric Metering System on the Edge Impulse Expert Network page. ESP32 Cam2. This system can work on 2 types of license plate in Vietnam, 1 line plates and 2 lines plates. It includes in-built antenna switches, RF balun, power amplifier, low-noise receive amplifier, filters, and power management modules as well. This tutorial will guide Experience the power of AI + IoT in this innovative Smart Parking System using the ESP32-CAM! 🚗 This project automatically detects vehicle license plate num Dec 4, 2024 · The system was tested for real-time performance using a camera onboard a microcontroller, which was used to detect the license plates. Nov 10, 2020 · It’s difficult to manage the manual entries of vehicles in the modern world. For short range we use Wireless IP Cameras, Smart Home Security Systems, Video Doorbells, DIY Security Camera Systems, Motion Sensors, Wi-Fi Cameras. This project automates vehicle entry and exit, manages barriers, and logs data using IR sensors and a dedicated API. May 9, 2025 · Circuit-Digest / License-Plate-Recognition-using-ESP32-CAM Public Notifications You must be signed in to change notification settings Fork 6 Star 12 Dec 30, 2023 · With the rise in popularity of deep learning based computer vision in the last decade, Automatic License Plate Recognition (ALPR) has become more practically feasible than ever before, as demonstrated in papers like [17], [7], and [11]. jpg Top Circuit-Digest / License-Plate-Recognition-using-ESP32-CAM Public Notifications Fork Star Watch short videos about license plate recognition from people around the world. Ten vehicle license plates were tested over 70 seconds with a visual transfer rate of 5. This is very useful for automating toll booths, automated signal breakers identification and finding out traffic rule breakers. Using the KNN algorithm and the OpenCV image processing library License-Plate-Recognition-using-ESP32-CAM. I found some C examples at Rekor Documentation that I am trying to adapt to the ESP32 CAM but with no results to the moment. In this project you're going to learn how to build a car recognition system using a Raspberry Pi and Node-RED. This solution can be used as a payment and entry Sep 11, 2024 · 15K likes, 60 comments - circuit_digest on September 11, 2024: "“🔍 License plate recognition just got smarter with the ESP32-CAM! 🚗📸 Perfect for security, parking management, and smart city applications. Circuit-Digest / License-Plate-Recognition-using-ESP32-CAM Public Notifications Fork 0 Star 0 Code Issues Pull requests Security Insights This study presents a cost-effective gate access control system using license plate recognition. 18K subscribers Subscribe May 11, 2020 · Previously we learned about face recognition using Raspberry Pi and OpenCV. License Plate Recognition (LPR) using platerecognizer. Automatic number-plate recognition is a technology that uses optical character recognition on images to read vehicle registration plates using OpenCV and Tesseract OCR Engine. Learn how to create a cost-effective solution for smart parking management by integrating ESP32-CAM, servos, and sensors. About Licence number Plate Recognition using ESP32-CAM and Circuit Digest Cloud API. Challenges 🚗Build your own license plate recognition system with the ESP32-CAM! #licenseplaterecognition Bad Boy · Tungevaag & Raaban (ft. The proposed solution is purely implemented for low-resource edge devices and performed well for extreme illumination changes such as day and nighttime. Contribute to dharanishmadesh/License-Plate-Recognition-using-ESP32-CAM development by creating an account on GitHub. In this comprehensive tutorial, we’ll guide you through building a License Plate Recognition System using the ESP32-CAM. For this project we'll be using a software called OpenALPR (Automatic License Place Recognition) that has an API you can use to identify car plates and car models based on an image. Determining the best approach remains paramount in the field of computer vision. Feb 22, 2023 · automatic-license-plate-recognition. 🚗📸🔧 The system automatically detects ESP32 Display Script (MicroPython): Receives the license plate data via MQTT and displays it on a 16x2 LCD screen connected to an ESP32 microcontroller. ANPR typically includes image In addition to License Plate Recognition (LPR) we support Image Enhancement for Night-Vision (IENV), License Plate Country Identification (LPCI), Vehicle Color Recognition (VCR), Vehicle Make Model Recognition (VMMR), Vehicle Body Style Recognition (VBSR), Vehicle Direction Tracking (VDT) and Vehicle Speed Estimation (VSE). The system employs a MobileNetV2 SSD model for license plate detection and incorporates Tesseract OCR for text recognition. * - Integration with an NTP server for accurate timekeeping in Indian Standard Time (IST). In this project, I built a low-cost LPR system using ESP32-CAM and Python with OpenCV. Apr 22, 2025 · This project shows a real-time license plate detection and recognition system implemented on an ESP32-CAM module. You’ll receive step-by-step instructions, complete with a circuit diagram Mar 28, 2025 · License plate recognition (LPR) is widely used in security, automation, and traffic management. Feb 13, 2022 · This study presents a novel approach and a proof of concept for a hardware-efficient automated license plate recognition system for a constrained environment with limited resources. Captures images, sends them to a server for processing, and opens/closes the barrier based on the detected license plate. Vehicle no plate Detection This tutorial showcases how to create a License Plate Recognition System using the ESP32-CAM and the CircuitDigest. The model was trained with Yolov8 using this dataset and following this step by step tutorial on how to train an object detector with Yolov8 on your custom data. Vo Jul 1, 2023 · Number Plate recognition, also called License Plate realization or recognition using image processing methods is a potential research area in smart cities and Internet of Things. Forsale LanderThe simple, and safe way to buy domain names No matter what kind of domain you want to buy or lease, we make the transfer simple and safe. 7K ESP32-S3 AI Camera Module with edge image recognition, IR night vision, and ChatGPT-style voice interaction. Here I will guide you through the whole procedure of this task A licensed plate detector was used to detect license plates. Feb 12, 2025 · #deeplearning #keras #aiwithnoor #python🚗 Car License Plate Detection Using Deep Learning | In this video, we build an automatic number plate recognition ( Circuit-Digest / License-Plate-Recognition-using-ESP32-CAM Public Notifications You must be signed in to change notification settings Fork 0 Star 0 May 23, 2025 · 732 likes, 6 comments - circuit_digest on May 23, 2025: "🚗🔍Learn how to use ESP32-CAM for Number plate recognition Capture vehicle plates, send images to our cloud API, and get results instantly! Perfect for smart parking, toll gates, and more. Simulated vehicle access through photos, enhancing parking efficiency and security. This study presents a comparative analysis of various versions of the YOLO (You Only Look Once) object detection models, namely, YOLO 5, 7, 8, and 9, applied to LPR tasks in a How to Use ESP32 Camera with Gemini AI for Number Plate Detection & Firebase Database FREEDOM TECH 9. In this tutorial, we're building a license plate recognition (LPR) system using the ESP32-CAM. Abstract— Automatic number-plate recognition is a technology that uses optical character recognition on images to read vehicle registration plates using OpenCV and Tesseract OCR Engine. jpg This demonstration video presents a Smart Pneumatic Barrier Control System powered by ESP32-CAM and License Plate Recognition (LPR) technology. About An end-to-end license plate recognition and gate access control system using ESP32-CAM for image capture, Raspberry Pi 4 for processing, Firebase for cloud database, and Flutter for mobile monitoring and access logs. An accurate object detection model was created to carry out Automatic Number Plate Recognition using YOLOv5 and transfer learning along with Pytorch. The system delivered good accuracy for license plate recognition, both across existing datasets and for real-time images on multiple metrics. The system automatically detects vehicles, reads license plates using AI/OCR, verifies registration, controls entry gates, and manages parking slot allocation. ABSTRACT Automatic Number Plate Recognition (ANPR) systems have become essential for various applications, including traffic monitoring, law enforcement, and toll collection. In this project we have used below components 1. You'll get step-by-step instructions with a circuit diagram and code to capture an image of a car o Mar 28, 2025 · License plate recognition (LPR) is widely used in security, automation, and traffic management. If you need any kind of help regarding your FYP feel free to cont Vietnamese License Plate Recognition This repository provides you with a detailed guide on how to training and build a Vietnamese License Plate detection and recognition system. Motor Driver9. Today we will use these two to build a number plate recognition system using python. digit Recognition of digital meters using TensorFlow 2 Object Detection API Maybe try object detection and MobileNetV2 SSD FPN. Utilized Arduino WiFi, Python for plate recognition, and C++ for sensor management. Integrated seamlessly for optimal performance and accuracy. The system consists of a Flutter mobile app, Flask AI server, and ESP32 hardware controller. This dual capability allows it to capture high-resolution images of vehicle license plates and transmit How to use ESP32-CAM for Automatic Number Plate Recognition (ANPR) | CircuitDigest Cloud Real-Time License Plate Detection Using YOLO11 and OCR | License Plate Recognition: YOL11 Jul 13, 2019 · Espressif ESP32 Official ForumHi is this possible to recognize number plate using esp32-cam and plate recognizer if anyone has reference code please share me The study achieved 100% accuracy on six license plates and 90% on two, demonstrating effective detection. 2 fps. The hardware components include an ESP32 board, an ESP32 CAM Module, and a 16x2 LCD Display, while the software stack comprises Python OpenCV and the Arduino IDE. It integrates image processi Welcome to the Smart Parking System project! This system leverages the ESP32-CAM to create an intelligent parking management solution that integrates image recognition, web server communication, and real-time updates. Here's how it works Apr 26, 2021 · This paper presents a detailed survey of current techniques and advancements in Automatic-Number-Plate-Recognition (ANPR) systems, with a comprehensive performance comparison of various real-time Circuit-Digest / License-Plate-Recognition-using-ESP32-CAM Public Notifications You must be signed in to change notification settings Fork 6 Star 12 Dec 19, 2019 · Automatic number plate recognition can be used to store the images captured by the cameras as well as the text from the license plate, with some configurable to store a photograph of the driver. A comprehensive mobile application system that detects trucks and performs license plate recognition for automated gate control. * - Secure HTTPS communication with the server using WiFiClientSecure. Power supply 7. ALPR (Automatic License Plate Recognition) is a technology used in surveillance to capture the images of vehicles and identify registered licensed plates. - PedemonteGiacomo Abstract This work presents the design and implementation of a low-energy wireless image transmission system for vehicle plate recognition, using the ESP32-CAM and LoRa DXLR01 modules. ESP32CAM camera integrated with Google Lens improves vehicle plate text retrieval efficiency. 82K subscribers Join Oct 7, 2025 · 🚗 ESP32 Smart Parking System An intelligent automated parking management system using ESP32, computer vision, and license plate recognition. Image Processing and Pattern Recognition algorithms were used to extract the text from license plates. The accuracy of bounding boxes and the frame rate was found to be good. Wit Smarten your surveillance : Automatic License Plate Recognition System for smart traffic & security systems with real-time vehicle insights By Mahesh Yadav. Plate's Number Recognition: Recognizing vehicle number plates is a difficult but much needed system. 2 KB main License-Plate-Recognition-using-ESP32-CAM Circuit Diagram_Number plate Detection. License Plate Detection Demo Using Raspberry Pi Camera Data Slayer 247K subscribers 2. When LPR is enabled in Home Assistant and my driveway PIR detects motion I send a snapshot from my Jun 21, 2021 · Automatic number-plate recognition can be used to store the images captured by the cameras and the text from the license plate, with some configurable to store a photograph of the driver. The ESP32-CAM serves the images through a local web server, and a Python script on the client side processes the stream for text Apr 22, 2025 · This project shows a real-time license plate detection and recognition system implemented on an ESP32-CAM module. 1, pp. js) fuchungyi 1. Many of the Oct 29, 2020 · Hi, my project uses ESP-32 CAM to take pictures, store them at Google Drive, store some related data at Google Sheets and I would like to submit the picture (of a car) to OPENALPR for license plate reading. Our engineers have trained neuromodels with YOLOv8 and PP-OCRv3 to identify vehicles and their licence plates. Sep 23, 2024 · Learn how to use ESP32-CAM for Number plate recognition Capture vehicle plates, send images to our cloud API, and get results instantly! Perfect for smart parking, toll gates, and more. LCD display3. Dec 8, 2024 · Cloud-based license plate recognition (LPR) systems have emerged as essential tools in modern traffic management and security applications. Aug 16, 2023 · In California cars are required to have a front plate, using some kind of plate recognition software seems like the easiest and best bet. Licence number Plate Recognition using ESP32-CAM and Circuit Digest Cloud API. Is this what you are looking for? Vehicle Number plate detection using Arduino & RFID #arduinoproject #electronicsproject #संभाजीनगर About Automatic parking barrier system with license plate recognition using an ESP32 camera. A smart parking solution integrating license plate recognition, IoT, and embedded systems for automated vehicle entry/exit management. Aug 23, 2023 · Overview: ESP32 CAM Based Object Detection & Identification This tutorial introduces the topic of ESP32 CAM Based Object Detection & Identification with OpenCV. It leverages Arduino, ESP32-CAM, OpenCV, and Tesseract for vehicle identification and Portuguese plate validation. 124- 128,2012 Sep 26, 2025 · Basically, when you drive by one of these cameras, an ” image segmentation model or something similar” detects the license plate and then runs optical character recognition (OCR) on the plate . This paper presents a comprehensive study of an ANPR system that utilizes advanced image processing techniques and machine learning algorithms to achieve high accuracy in license plate detection and recognition. Try it Project in Nutshell: We have developed an automatic number plate recognition system (ANPR) for smart car parking lots. The first component employs YOLOv8 for real-time detection of vehicle license plates, capitalizing on its advanced capabilities to effectively manage [4] Fikriye Öztürk and Figens Özen, "A New License Plate Recognition System Based on Probabilistic neural networks," Procedia Technology, vol. About Number Plate Detection System extracts and prints the alphanumeric characters of the license plates. wovll dozszc byyhz evtwh dukgk aekh nsa jhhafec myek zshpett dhis vpd hhomxs buf sihxjj