How to do Automatic Number Plate Recognition using Ultralytics YOLO11 and OpenAI GPT-4o-Mini Model πŸŽ‰

Ultralytics β€’ March 28, 2025
Video Thumbnail
Ultralytics Logo

Ultralytics

View Channel

About

Welcome to the official Ultralytics YouTube channel! πŸš€ Dive into the cutting-edge world of computer vision and AI with Ultralytics, the creators of YOLO (You Only Look Once), the world's most popular object detection model. Our channel is your go-to resource for all things YOLO, from YOLOv5 to YOLO11 and beyond. πŸ”¬ What you'll find here: - In-depth tutorials on YOLO implementation and optimization - Interviews with AI experts and industry leaders - Tips and tricks for machine learning and deep learning - Insights into emerging trends in computer vision and AI 🌟 Subscribe now to stay at the forefront of AI innovation. Don't miss our weekly uploads featuring the latest in object detection, image segmentation, and pose estimation technologies. Connect with us: 🏠 Website: https://ultralytics.com πŸ’Ό GitHub: https://github.com/ultralytics πŸš€ Ultralytics HUB: https://ultralytics.com/hub πŸ“š Documentation: https://docs.ultralytics.com #Ultralytics #YOLO #ComputerVision #AI

Video Description

In this tutorial, we will explore how to perform Automatic Number Plate Recognition (ANPR) using Ultralytics YOLO11 and the GPT-4o-mini model from OpenAI. This step-by-step walkthrough demonstrates how to set up your environment, process video frames, and use prompt engineering with GPT for highly accurate number plate text recognition. You’ll also learn how to combine detection and generative AI tools for an advanced, real-time ANPR solution. Key highlights: 00:00 - Introduction to the ANPR workflow using YOLO11 and GPT-4o-mini. 01:07 - A quick walkthrough of the Google Colab Notebook setup. 01:44 - Why YOLO11 and GPT-4o-mini are ideal for number plate recognition. 02:10 - Installation and import of essential dependencies, including Ultralytics and OpenAI. 02:27 - Downloading the sample video and YOLO model from Ultralytics assets. 03:29 - Reading the video file and initializing the number plate detection model. 04:41 - Configuring the OpenAI client for accurate number plate text extraction. 05:12 - Crafting effective prompts to enhance GPT-4o-mini results. 06:31 - Frame-by-frame video processing and applying padding for improved recognition accuracy. 10:27 - Conclusion and Summary πŸ”— Colab notebook ➑️ https://github.com/ultralytics/notebooks/blob/main/notebooks/how-to-use-ultralytics-yolo-with-openai-for-number-plate-recognition.ipynb πŸ”— Key Ultralytics Resources: 🏒 About Us: https://ultralytics.com/about πŸ’Ό Join Our Team: https://ultralytics.com/work πŸ“ž Contact Us: https://ultralytics.com/contact πŸ’¬ Discord Community: https://discord.com/invite/ultralytics πŸ“„ Ultralytics License: https://ultralytics.com/license #anpr #ultralytics #yolo #computervision #objectdetection #machinelearning #deeplearning

You May Also Like

Boost Your Plate Recognition Setup

AI-recommended products based on this video

Loading...
10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

(1)
$99.99
FREE delivery Mon, Aug 11
Loading...
ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

(49)
$117.29$102.21
$6.86 delivery Thu, Aug 14
Loading...
7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

(61)
$68.99
FREE delivery Tue, Aug 12
Loading...
BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

(288)
$54.14
FREE delivery Sun, Jun 22
Loading...
SmallRig Z 8 L-Bracket for Nikon Z8 Z 8 Camera, Quick Release L Plate for Arca-Type for Nikon Z 8, Quick Switch Between Horizontal and Vertical Shooting, for Landscape, Animal Photography - 3942

SmallRig Z 8 L-Bracket for Nikon Z8 Z 8 Camera, Quick Release L Plate for Arca-Type for Nikon Z 8, Quick Switch Between Horizontal and Vertical Shooting, for Landscape, Animal Photography - 3942

(35)
$61.97
FREE delivery Thu, Jun 19
Loading...
koolehaoda L Shape Camera Bracket, Video Vertical Shooting Quick Release Plate L Stand Arca Swiss Compatible for Tripod Head Ballhead DSLR Camera

koolehaoda L Shape Camera Bracket, Video Vertical Shooting Quick Release Plate L Stand Arca Swiss Compatible for Tripod Head Ballhead DSLR Camera

(87)
$23.98
FREE delivery Thu, Jun 19 on your first order
Loading...
koolehaoda Professional Gimbal Head Tripod Head Aluminum Alloy Heavy Duty 360Β° Panoramic with Arca-Swiss Standard 1/4 inch QR Plate for DSLR Cameras up to 55.11lbs/25kg. (GH-3)

koolehaoda Professional Gimbal Head Tripod Head Aluminum Alloy Heavy Duty 360Β° Panoramic with Arca-Swiss Standard 1/4 inch QR Plate for DSLR Cameras up to 55.11lbs/25kg. (GH-3)

(63)
$168.98
FREE delivery Thu, Jun 19
Loading...
SmallRig FX3 / FX30 HawkLock Quick Release Camera Cage Kit for Sony with Cable Clamp, Bulit-in QR Cold Shoe NATO Rail/QR Plate for Arca, Modular Design Compatible with Original XLR Handle - 4770

SmallRig FX3 / FX30 HawkLock Quick Release Camera Cage Kit for Sony with Cable Clamp, Bulit-in QR Cold Shoe NATO Rail/QR Plate for Arca, Modular Design Compatible with Original XLR Handle - 4770

(35)
$124.94
FREE delivery Thu, Jun 19
Loading...
Laplink PCmover Ultimate 11 - Migration of your Applications, Files and Settings from an Old PC to a New PC - Data Transfer Software - With Optional High Speed Ethernet Cable - 1 License

Laplink PCmover Ultimate 11 - Migration of your Applications, Files and Settings from an Old PC to a New PC - Data Transfer Software - With Optional High Speed Ethernet Cable - 1 License

(4,609)
$54.95
PrimeFREE delivery Sat, Jun 14
Loading...
【Best Sellers Rank 1#】1/2/3/4/5PCS La-rineco Remineralizing Toothpaste, larineco Remineralizing Gum, larineco Remineralizing Gum Chewing Gu-m, Deep Cleaning, Fresh Breath (1)

【Best Sellers Rank 1#】1/2/3/4/5PCS La-rineco Remineralizing Toothpaste, larineco Remineralizing Gum, larineco Remineralizing Gum Chewing Gu-m, Deep Cleaning, Fresh Breath (1)

(0)
$15.99
FREE delivery Jun 19 - Jul 3
Loading...
BASESAILOR iPhone 16 15 Pro Max Charger Cord,USB to USB C Cable 6.6FT/2Pack,Type C Charging Power Cord for Apple iPad 10,Samsung Galaxy AI S25 S24 S23 S22 S20 Plus Ultra Flip,A52 A53 A54,Google Pixel

BASESAILOR iPhone 16 15 Pro Max Charger Cord,USB to USB C Cable 6.6FT/2Pack,Type C Charging Power Cord for Apple iPad 10,Samsung Galaxy AI S25 S24 S23 S22 S20 Plus Ultra Flip,A52 A53 A54,Google Pixel

(29,760)
$12.59
FREE delivery Sat, Jun 14 on your first order
500+ bought in past month