Traffic Sign Detection ML Frameworks

Deep learning models and applications for detecting, classifying, and recognizing traffic signs and traffic lights in real-time. Does NOT include general object detection frameworks, autonomous driving systems, or other road infrastructure detection (lane markers, pedestrians, vehicles).

There are 45 traffic sign detection frameworks tracked. The highest-rated is davidbrai/deep-learning-traffic-lights at 44/100 with 483 stars.

Get all 45 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	davidbrai/deep-learning-traffic-lights Code and files of the deep learning model used to win the Nexar Traffic...	44	Emerging	483	Jupyter Notebook
2	aarcosg/traffic-sign-detection Traffic Sign Detection. Code for the paper entitled "Evaluation of deep...	43	Emerging	336	Jupyter Notebook
3	hoanglehaithanh/Traffic-Sign-Detection Traffic signs detection and classification in real time	43	Emerging	292	Python
4	thibo73800/capsnet-traffic-sign-classifier A Tensorflow implementation of CapsNet(Capsules Net) apply on german traffic...	43	Emerging	178	Jupyter Notebook
5	alexstaravoitau/traffic-signs Building a CNN based traffic signs classifier.	42	Emerging	150	Jupyter Notebook
6	alex-lechner/Traffic-Light-Classification A detailed tutorial on how to build a traffic light classifier with...	41	Emerging	125	Jupyter Notebook
7	surmenok/GTSRB Convolutional Neural Network for German Traffic Sign Recognition Benchmark	41	Emerging	128	Jupyter Notebook
8	shivaverma/Clock-Reader Reading time from the Analogue Clocks using CNN	32	Emerging	21	Jupyter Notebook
9	anthony-chaudhary/deeper-traffic-lights [repo not maintained] Check out https://diffgram.com if you want to build a...	32	Emerging	94	Jupyter Notebook
10	barzansaeedpour/Traffic-sign-detection-yolov8 In this git repository a light version of our Traffic Sign Detection project...	30	Emerging	9	Jupyter Notebook
11	MDhamani/Traffic-Sign-Recognition-Using-YOLO Identifying traffic signs in real time using YOLO for autonomous self driving car	29	Experimental	80	Jupyter Notebook
12	aarcosg/tsr-torch Code for the paper entitled "Deep neural network for traffic sign...	27	Experimental	41	Lua
13	lynguyenminh/CS114.M11.Vietnam-traffic-sign-detection Đồ án môn Máy Học (Thầy An): Phát hiện và phân loại biển báo giao thông...	27	Experimental	42	Jupyter Notebook
14	ivankrylatskoe/RoadSignsDetector Demo Android application: Road Signs Detector	27	Experimental	4	C++
15	neerajd12/Traffic-Sign-classifier-with-Deep-Learning Classify traffic signs with Artificial neural networks	26	Experimental	4	Jupyter Notebook
16	geospaitial-lab/abs Automatisierte Bewertung von Straßen	25	Experimental	6	Python
17	MustafaBanatwala04/Traffic-Sign-Detection-Using-CNN An application built with TensorFlow and Keras for traffic sign detection....	24	Experimental	4	Jupyter Notebook
18	waniashafqat/Image-Scaling-Attacks-on-Machine-Learning-Algorithms Image Scaling Attack on German Traffic Sign Recognition Benchmark CNN Model.	23	Experimental	2	Jupyter Notebook
19	Aditi-Gaikwad08/Traffic-Sign-Recognition-CNN-Explainable-AI CNN-based Traffic Sign Recognition system with Explainable AI (SHAP & LIME)...	22	Experimental	—	Jupyter Notebook
20	DURGESH716/Traffic-Sign-Detection-For-Self-Driving-Cars A deep learning model has been developed especially for self-driving cars...	21	Experimental	23	Jupyter Notebook
21	Htet-2aung/Traffic-Signs-Detection This repository is for the Information Technology Project which is held...	21	Experimental	—	Jupyter Notebook
22	Ayaan-Ali-Khan/Traffic-Signs-Detection End-to-end traffic sign detection using deep learning, with complete...	19	Experimental	—	Jupyter Notebook
23	EhsanR47/Traffic-Signs-Dataset-in-YOLO-format Traffic Signs Dataset in YOLO format	18	Experimental	7	Jupyter Notebook
24	khangle2101/Real-Time-Traffic-Signs-Classification-using-CNN-OpenCV Real-time traffic sign classification using CNNs. Trained on Google Colab,...	18	Experimental	3	Jupyter Notebook
25	xGodlike0/TRAFFIC-SIGNS-RECOGNITION PyTorch Traffic Sign Classification: A robust CNN model for accurate traffic...	17	Experimental	5	Jupyter Notebook
26	JoeyTTB/YOLOV8-TSDRS-frontend 基于YOLOV8的复杂环境下交通标志检测与实现 - 前端	16	Experimental	1	JavaScript
27	RaduPetrila-dev/Traffic-Sign-Recognition Machine Learning independent project, traffic sign recognition	14	Experimental	—	Python
28	karam220/traffic-sign-detection-classification Traffic sign detection and classification system using computer vision and...	14	Experimental	—	Jupyter Notebook
29	besteekmen/TrafficApp An android mobile app to monitor traffic control using a pre-trained model...	14	Experimental	1	Java
30	Akanksha-Nadipalli/cnn-uncertainty-estimation-mc-dropout CNN-based traffic sign classification with uncertainty estimation using...	14	Experimental	—	JavaScript
31	Zhu-QingWen/Lightweight-Traffic-Sign-Recognition 旨在探索深度学习模型在嵌入式或PC端的实际应用。该项目将一个开源的轻量化物体检测模型（YOLOv5s）成功部署于本地，并开发应用以实现对交通标志的实时识别。	13	Experimental	2	—
32	MartinKalema/Traffic-Sign-Detection Real time traffic sign detection	12	Experimental	4	Jupyter Notebook
33	MartinKalema/Traffic-Light-Detection Real time traffic light detection	12	Experimental	3	Jupyter Notebook
34	wolfgang-stefani/Traffic-Sign-Classifier This program uses a deep neural network with several convolutional layers to...	12	Experimental	4	Jupyter Notebook
35	zhao-zh10/CarND-Traffic-Sign-Classifier-Project My Submission For Udacity Self-Driving Car Engineer Nanodegree Program...	12	Experimental	3	Jupyter Notebook
36	danutmatinca/SignVisionGTSRB Verkehrszeichenerkennung mit CNN (GTSRB-Datensatz)	11	Experimental	—	Jupyter Notebook
37	JiteshShelke/Traffic-Sign-Recognizer A Flask-based Traffic Sign Recognition System using CNN to classify traffic...	11	Experimental	—	Jupyter Notebook
38	taufiqnoorani/traffic-sign-recognition A Traffic Sign Recognition System using CNN	11	Experimental	—	Jupyter Notebook
39	m1lun/SignSafety ROS2-Based Traffic Sign Recognition and Autonomous Response with TensorFlow...	11	Experimental	2	PureBasic
40	chunkychonker/FindTheObject PyTorch CNN that recognizes traffic signs and shows where the sign is in the...	11	Experimental	—	Python
41	rv2442/GTSRB_Mnist_Model Tensorflow2, working on Mnist and GTSRB	11	Experimental	—	PureBasic
42	MARYAMJAHANIR/AI-Traffic-Sign-Recognition-System-for-Autonomous-Vehicles The goal of this project was to To design and deploy a deep learning model...	11	Experimental	—	—
43	henryboisdequin/Traffic-Sign-Classifier Created a traffic sign classifier with a CNN.	10	Experimental	1	Jupyter Notebook
44	mahdimohamadiha/trafic-sign-object-detection The goal of this project is to identify traffic signs in an image using the...	10	Experimental	1	Jupyter Notebook
45	sichkar-valentyn/1-million-images-for-Traffic-Signs-Classification-tasks Applied geometric transformations for Traffic Signs images	10	Experimental	1	—

Comparisons in this category

Traffic-Sign-Detection and traffic-sign-detection (43 vs 43) traffic-sign-detection and Traffic-Sign-classifier-with-Deep-Learning (43 vs 26) Traffic-Sign-Detection and Traffic-Sign-classifier-with-Deep-Learning (43 vs 26) traffic-signs and Traffic-Sign-classifier-with-Deep-Learning (42 vs 26) traffic-signs and Traffic-Sign-Detection-Using-CNN (42 vs 24)