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

Get all 32 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	pharmbio/plaid PLAID (Plate Layouts using Artificial Intelligence Design) is a flexible...	43	Emerging	17	Jupyter Notebook
3	Dharun/Tensorflow-License-Plate-Detection The project developed using TensorFlow to recognize the License Plate from a...	42	Emerging	299	Python
4	MYoussef885/License-Plate-Recognition This project is a simple license plate detection system implemented in...	38	Emerging	15	Jupyter Notebook
5	yihong1120/YOLOv8-License-Plate-Insights This repository demonstrates YOLOv8-based license plate recognition with...	36	Emerging	12	Jupyter Notebook
6	nfmoore/automatic-number-plate-recognition-poc Number plate recognition proof of concept using Azure Cognitive Services	34	Emerging	4	Jupyter Notebook
7	faisalthaheem/open-lpr-pretrained-models Pre trained models consisting of data from coco,...	34	Emerging	5	Shell
8	sovse/tflite_avto_num_recognation License plate recognition . Model training and conversion to tflite	33	Emerging	42	Jupyter Notebook
9	santifiorino/license-plate-recognition Argentinian License Plate Recognizer	33	Emerging	33	Jupyter Notebook
10	DevyManish/FrameFlow_AI Our Hackathon project FrameFlow AI automates license plate recognition from...	30	Emerging	6	Jupyter Notebook
11	rishiswethan/Number-plate-detection-using-CNN This program uses convolutional neural networks to recognize the text in the...	29	Experimental	11	Python
12	KALYAN1045/Automatic-Number-Plate-Recognition-using-YOLOv5 The aim of this project was to create a model that can accurately detect...	26	Experimental	18	Jupyter Notebook
13	Tristan296/DeepPlate-License_Plate_Recognition A custom-trained YOLOv11-based license plate detection with PaddleOCR for...	25	Experimental	4	Python
14	shshwtsrkr/Automatic-License-Plate-Recognition This project is a part of the semester long research based mini-project...	24	Experimental	5	Jupyter Notebook
15	iiiiOreo/License-Plate-Recognition License plate recognition with OpenCV and EasyOCR using Canny edges.	23	Experimental	4	Jupyter Notebook
16	MohamadNematizadeh/Persian-License-Plate-Recognition Vehicle license plate recognition using yolov8 library 🚗	22	Experimental	18	JavaScript
17	nazarisych/UkraineLPR This is a Ukraine Vehicle License Plate Recognition vs project.	22	Experimental	2	C++
18	matin-ghorbani/License-Plate-Recognizer Implement a Iranian license plate recognizer	22	Experimental	15	Jupyter Notebook
19	Ramtin-Karbaschi/PlateNumberDetection_and_SentimentAnalysis A comprehensive implementation that demonstrates computer vision and NLP...	21	Experimental	4	Jupyter Notebook
20	allen-reji/PaddleOCR-Text-Extraction-ML-Model Utilizes PaddleOCR and advanced image pre-processing techniques to extract...	20	Experimental	5	Jupyter Notebook
21	Irash-Perera/PlateVisionAI Plate Vision AI is a project that aims to automate the process of license...	19	Experimental	16	Python
22	docsallover/helmet-and-plate-detection Helmet and Number Plate Detection using YOLOv3 with opencv and python	19	Experimental	4	Jupyter Notebook
23	ayushmaanFCB/ANPR-Application-with-PowerBI-Dashboard-and-Chatbot The project was developed to automate the management of vehicles inside a campus.	18	Experimental	2	Python
24	alihassanml/Car-Number-Plates-Detection This repository contains a deep learning project for detecting car number...	18	Experimental	2	Jupyter Notebook
25	Arjunprajapat732/VLPR_Project VLPR System: Open-source Python project for automatic license plate...	18	Experimental	2	Python
26	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	17	Experimental	6	Python
27	Asifdotexe/PlateScribe PlatePaparazzi snaps license plates with the precision of a celebrity...	16	Experimental	2	Jupyter Notebook
28	LeeDev428/bantay-plaka A web-based Automatic Number Plate Recognition (ANPR) vehicle monitoring...	14	Experimental	—	Python
29	kerberos-io/openalpr A Kerberos Vault integration with OpenALPR	11	Experimental	4	Go
30	eitanflor/ShellHacks-2020 A Cloud-Native Infrastructure for License Plate Recognition and Text...	11	Experimental	—	Java
31	chesterXalan/LicensePlateRecognition-Keras A Taiwanese license plate recognition (LPR) system in Keras.	11	Experimental	—	Jupyter Notebook
32	caribeedu/signal-plates-identifier A ML model for CONTRAN signal plates identification	11	Experimental	—	Jupyter Notebook