License Plate Recognition ML Frameworks

Tools and systems for automatic detection and recognition of vehicle license plates using YOLO-based object detection combined with OCR. Does NOT include general document OCR, vehicle classification without plate recognition, or traffic monitoring systems without plate identification.

There are 45 license plate recognition frameworks tracked. The highest-rated is awslabs/aws-ai-solution-kit at 44/100 with 187 stars.

Get all 45 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	awslabs/aws-ai-solution-kit Machine Learning APIs for common use cases, include: General OCR...	44	Emerging	187	Python
2	Dharun/Tensorflow-License-Plate-Detection The project developed using TensorFlow to recognize the License Plate from a...	42	Emerging	299	Python
3	ValerioSpagnoli/EyeRoad Vehicles and plate detection and tracking with string plate recognition.	36	Emerging	5	Python
4	pharmbio/plaid PLAID (Plate Layouts using Artificial Intelligence Design) is a flexible...	36	Emerging	17	Jupyter Notebook
5	sovse/tflite_avto_num_recognation License plate recognition . Model training and conversion to tflite	33	Emerging	42	Jupyter Notebook
6	santifiorino/license-plate-recognition Argentinian License Plate Recognizer	33	Emerging	33	Jupyter Notebook
7	MYoussef885/License-Plate-Recognition This project is a simple license plate detection system implemented in...	31	Emerging	15	Jupyter Notebook
8	yihong1120/YOLOv8-License-Plate-Insights This repository demonstrates YOLOv8-based license plate recognition with...	29	Experimental	12	Jupyter Notebook
9	MAX134/DeepPlate A custom-trained YOLOv11-based license plate detection with PaddleOCR for...	28	Experimental	5	Python
10	nfmoore/automatic-number-plate-recognition-poc Number plate recognition proof of concept using Azure Cognitive Services	27	Experimental	4	Jupyter Notebook
11	faisalthaheem/open-lpr-pretrained-models Pre trained models consisting of data from coco,...	27	Experimental	5	Shell
12	alihassanml/License-Plate-Detection-using-YOLOv10 License Plate Detection using YOLOv10	26	Experimental	8	Jupyter Notebook
13	Wilson0406/License-Plate-Detection-And-Recognition License plate detection and recognition is the technology that uses computer...	26	Experimental	4	CSS
14	gorkemturkut57/PlateVision_Plate_Detection_System This project focuses on developing a comprehensive parking management system...	24	Experimental	1	—
15	alok-ahirrao/Number-Plate-Detection-System 🚗 Number Plate Detection System using YOLOv5 and PaddleOCR \| Python Backend...	24	Experimental	4	TypeScript
16	DevyManish/FrameFlow_AI Our Hackathon project FrameFlow AI automates license plate recognition from...	23	Experimental	6	Jupyter Notebook
17	WindaleDanix/plate-recognition-tr Detect Turkish license plates using YOLOv5 and Random Forest with precise...	22	Experimental	—	Python
18	rishiswethan/Number-plate-detection-using-CNN This program uses convolutional neural networks to recognize the text in the...	22	Experimental	11	Python
19	Htet-2aung/PLATE.AI PLATE.AI is a comprehensive, full-stack web application designed for...	21	Experimental	—	JavaScript
20	KALYAN1045/Automatic-Number-Plate-Recognition-using-YOLOv5 The aim of this project was to create a model that can accurately detect...	19	Experimental	18	Jupyter Notebook
21	cnmeow/VNPlateRec Website recognizes Vietnamese license plates using YOLO	18	Experimental	5	Jupyter Notebook
22	Tristan296/DeepPlate-License_Plate_Recognition A custom-trained YOLOv11-based license plate detection with PaddleOCR for...	18	Experimental	4	Python
23	shshwtsrkr/Automatic-License-Plate-Recognition This project is a part of the semester long research based mini-project...	17	Experimental	5	Jupyter Notebook
24	iiiiOreo/License-Plate-Recognition License plate recognition with OpenCV and EasyOCR using Canny edges.	16	Experimental	4	Jupyter Notebook
25	MohamadNematizadeh/Persian-License-Plate-Recognition Vehicle license plate recognition using yolov8 library 🚗	15	Experimental	18	JavaScript
26	matin-ghorbani/License-Plate-Recognizer Implement a Iranian license plate recognizer	15	Experimental	15	Jupyter Notebook
27	xiaofuqing13/chinese-license-plate-recognition 中文车牌检测与识别系统，YOLOv5定位车牌+PlateNet字符识别，支持蓝牌/绿牌/双层牌照，解决通用OCR对中文车牌识别率低的问题	15	Experimental	6	Python
28	nazarisych/UkraineLPR This is a Ukraine Vehicle License Plate Recognition vs project.	15	Experimental	2	C++
29	imadeddinedjekoune/Car-Number-Plate-Recognition This project implements a car license plate recognition system using SIFT...	14	Experimental	1	Java
30	Bharathiannan/license-plate-detection 🚗 Detect and recognize license plates in images and videos with high...	14	Experimental	—	HTML
31	LeeDev428/bantay-plaka A web-based Automatic Number Plate Recognition (ANPR) vehicle monitoring...	14	Experimental	—	Python
32	Ramtin-Karbaschi/PlateNumberDetection_and_SentimentAnalysis A comprehensive implementation that demonstrates computer vision and NLP...	14	Experimental	4	Jupyter Notebook
33	bunnythewiz/Automatic-Number-Plate-Recognition-DLCV Real-time object detection (YOLOv8), tracking (SORT), and text recognition...	13	Experimental	6	Python
34	2219323130/YOLOv10_PaddleOCR_License_Plate_Recognition License plate detection and recognition system using YOLO10 and PaddleOCR	13	Experimental	7	Jupyter Notebook
35	allen-reji/PaddleOCR-Text-Extraction-ML-Model Utilizes PaddleOCR and advanced image pre-processing techniques to extract...	13	Experimental	5	Jupyter Notebook
36	Irash-Perera/PlateVisionAI Plate Vision AI is a project that aims to automate the process of license...	12	Experimental	16	Python
37	thumbdev/GuatemalaLPR Guatemala License Plate Recognition Engine	12	Experimental	1	C++
38	faisalthaheem/open-lpr-dataset-plate-detection Annotated images of license plates to be used with training models.	12	Experimental	4	—
39	nazarisych/License-Plate-Recognition-Android This is a android project to recognize car license plate from camera or video file.	12	Experimental	4	C++
40	docsallover/helmet-and-plate-detection Helmet and Number Plate Detection using YOLOv3 with opencv and python	12	Experimental	4	Jupyter Notebook
41	ayushmaanFCB/ANPR-Application-with-PowerBI-Dashboard-and-Chatbot The project was developed to automate the management of vehicles inside a campus.	11	Experimental	2	Python
42	Arjunprajapat732/VLPR_Project VLPR System: Open-source Python project for automatic license plate...	11	Experimental	2	Python
43	alihassanml/Car-Number-Plates-Detection This repository contains a deep learning project for detecting car number...	11	Experimental	2	Jupyter Notebook
44	sheelasairohith/LicensePlateDetector License Plate Detector is a web application which is developed to provide...	11	Experimental	—	Python
45	likereal/advanced-Automatic-Number-Plate-Detection-ANPD-system-utilizing-the-state-of-the-art-YOLO I implemented an advanced Automatic Number Plate Detection (ANPD) system...	11	Experimental	—	Python