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 59 traffic sign detection frameworks tracked. 4 score above 50 (established tier). The highest-rated is davidbrai/deep-learning-traffic-lights at 51/100 with 483 stars.

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# Framework Score Tier
1 davidbrai/deep-learning-traffic-lights

Code and files of the deep learning model used to win the Nexar Traffic...

51
Established
2 aarcosg/traffic-sign-detection

Traffic Sign Detection. Code for the paper entitled "Evaluation of deep...

50
Established
3 hoanglehaithanh/Traffic-Sign-Detection

Traffic signs detection and classification in real time

50
Established
4 thibo73800/capsnet-traffic-sign-classifier

A Tensorflow implementation of CapsNet(Capsules Net) apply on german traffic...

50
Established
5 alexstaravoitau/traffic-signs

Building a CNN based traffic signs classifier.

49
Emerging
6 surmenok/GTSRB

Convolutional Neural Network for German Traffic Sign Recognition Benchmark

48
Emerging
7 alex-lechner/Traffic-Light-Classification

A detailed tutorial on how to build a traffic light classifier with...

48
Emerging
8 shivaverma/Clock-Reader

Reading time from the Analogue Clocks using CNN

39
Emerging
9 anthony-chaudhary/deeper-traffic-lights

[repo not maintained] Check out https://diffgram.com if you want to build a...

39
Emerging
10 barzansaeedpour/Traffic-sign-detection-yolov8

In this git repository a light version of our Traffic Sign Detection project...

37
Emerging
11 MDhamani/Traffic-Sign-Recognition-Using-YOLO

Identifying traffic signs in real time using YOLO for autonomous self driving car

36
Emerging
12 aarcosg/tsr-torch

Code for the paper entitled "Deep neural network for traffic sign...

34
Emerging
13 lynguyenminh/CS114.M11.Vietnam-traffic-sign-detection

Đồ án môn Máy Học (Thầy An): Phát hiện và phân loại biển báo giao thông...

34
Emerging
14 neerajd12/Traffic-Sign-classifier-with-Deep-Learning

Classify traffic signs with Artificial neural networks

33
Emerging
15 geospaitial-lab/abs

Automatisierte Bewertung von Straßen

32
Emerging
16 MustafaBanatwala04/Traffic-Sign-Detection-Using-CNN

An application built with TensorFlow and Keras for traffic sign detection....

31
Emerging
17 waniashafqat/Image-Scaling-Attacks-on-Machine-Learning-Algorithms

Image Scaling Attack on German Traffic Sign Recognition Benchmark CNN Model.

30
Emerging
18 DURGESH716/Traffic-Sign-Detection-For-Self-Driving-Cars

A deep learning model has been developed especially for self-driving cars...

28
Experimental
19 EhsanR47/Traffic-Signs-Dataset-in-YOLO-format

Traffic Signs Dataset in YOLO format

25
Experimental
20 xGodlike0/TRAFFIC-SIGNS-RECOGNITION

PyTorch Traffic Sign Classification: A robust CNN model for accurate traffic...

24
Experimental
21 Htet-2aung/Traffic-Signs-Detection

This repository is for the Information Technology Project which is held...

23
Experimental
22 Ayaan-Ali-Khan/Traffic-Signs-Detection

End-to-end traffic sign detection using deep learning, with complete...

21
Experimental
23 besteekmen/TrafficApp

An android mobile app to monitor traffic control using a pre-trained model...

21
Experimental
24 MartinKalema/Traffic-Light-Detection

Real time traffic light detection

19
Experimental
25 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。

19
Experimental
26 zhao-zh10/CarND-Traffic-Sign-Classifier-Project

My Submission For Udacity Self-Driving Car Engineer Nanodegree Program...

19
Experimental
27 wolfgang-stefani/Traffic-Sign-Classifier

This program uses a deep neural network with several convolutional layers to...

19
Experimental
28 MartinKalema/Traffic-Sign-Detection

Real time traffic sign detection

19
Experimental
29 Aditi-Gaikwad08/Traffic-Sign-Recognition-CNN-Explainable-AI

CNN-based Traffic Sign Recognition system with Explainable AI (SHAP & LIME)...

19
Experimental
30 sichkar-valentyn/1-million-images-for-Traffic-Signs-Classification-tasks

Applied geometric transformations for Traffic Signs images

17
Experimental
31 henryboisdequin/Traffic-Sign-Classifier

Created a traffic sign classifier with a CNN.

17
Experimental
32 RaduPetrila-dev/Traffic-Sign-Recognition

Machine Learning independent project, traffic sign recognition

14
Experimental
33 JiteshShelke/Traffic-Sign-Recognizer

A Flask-based Traffic Sign Recognition System using CNN to classify traffic...

13
Experimental
34 MARYAMJAHANIR/AI-Traffic-Sign-Recognition-System-for-Autonomous-Vehicles

The goal of this project was to To design and deploy a deep learning model...

13
Experimental
35 danutmatinca/SignVisionGTSRB

Verkehrszeichenerkennung mit CNN (GTSRB-Datensatz)

13
Experimental
36 rv2442/GTSRB_Mnist_Model

Tensorflow2, working on Mnist and GTSRB

13
Experimental
37 taufiqnoorani/traffic-sign-recognition

A Traffic Sign Recognition System using CNN

13
Experimental
38 Akanksha-Nadipalli/cnn-uncertainty-estimation-mc-dropout

CNN-based traffic sign classification with uncertainty estimation using...

13
Experimental
39 Jieoi/traffic_sign_recognition

Welcome to the Traffic Sign Recognition Project! This project focuses on the...

12
Experimental
40 koesan/Traffic_Sign_Classification

A deep learning project for classifying traffic sign categories using...

12
Experimental
41 PawarMukesh/German-Traffic-Sign-Detction

Detect The German Traffic Sign Using YoloV5

12
Experimental
42 snehilsanyal/traffic_sign_detection_gtsrb

Notebook and model for German Traffic Sign Recognition Benchmark (GTSRB)...

12
Experimental
43 loks666/yolov5-5.0

📚深度学习之识别交通标志

12
Experimental
44 Muawiya-contact/traffic-sign-vision

Traffic sign recognition AI-Model.

11
Experimental
45 quangkhoi1228/traffic_sign_recognize

Recognize signs from environmental images using deep learning

11
Experimental
46 Jo0xFF/Arabic-Traffic-Signs-Classification

Arabic Traffic Signs Classification using CNN

11
Experimental
47 sudopower/Neural-Streets

Neural Network for Street Sign Recognition for Self Driving Cars and Dash Cam Apps

11
Experimental
48 waliulrayhan/Traffic-Signs-Classification

A comprehensive repository for a Traffic Signs Classification project,...

11
Experimental
49 nishatrhythm/Android-App-of-Traffic-Signs-Classification-using-CNN

A real-time Android app for traffic sign classification using a pre-trained...

11
Experimental
50 karam220/traffic-sign-detection-classification

Traffic sign detection and classification system using computer vision and...

11
Experimental
51 wooyoungwoong-AI/Road-traffic-sign-classification-AI

The artificial intelligence model was produced for the National Youth...

11
Experimental
52 SapnaKirad03/Traffic-Sign-Classification-Using-CNN

Automated traffic sign recognition is an important part of a driver...

11
Experimental
53 projektdexter/traffic_sign_detection

traffic sign detection using ML

11
Experimental
54 lfhohmann/robocup_jr_tensorflow_cnn

A simple TensorFlow CNN capable of identifying symbols on the RoboCup JR....

11
Experimental
55 coder-deep/DeepLearning-TrafficSignRecognition

Developed an ADAS using deep learning models to recognize traffic signs with...

10
Experimental
56 charviis/AI-Recognition

Traffic Signs recognition using simple machine generated cascades

10
Experimental
57 Shank404/Faster-RCNN-MachineLearning

~~ MATLAB / DeepNeuralNetwork ~~ This our implementation of a deep neuronal...

10
Experimental
58 musty-ess/Traffic-Sign-Recognition-with-TensorFlow-AI

This project implements a neural network using TensorFlow to classify images...

10
Experimental
59 alvaroqsaldanha/Traffic-Sign-Classification

A deep-learning traffic sign detection and recognition project, using...

10
Experimental