Traffic Signal Optimization ML Frameworks

AI systems that dynamically manage traffic signals and flow using computer vision, machine learning, and real-time data analysis. Does NOT include general traffic prediction, ride-sharing optimization, or autonomous vehicle control.

There are 32 traffic signal optimization frameworks tracked. The highest-rated is FYP-ITMS/Intelligent-Traffic-Management-System-using-Machine-Learning at 44/100 with 64 stars.

Get all 32 projects as JSON

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# Framework Score Tier
1 FYP-ITMS/Intelligent-Traffic-Management-System-using-Machine-Learning

We developed a system that leverages on YOLO Machine Learning Model for...

44
Emerging
2 Bellspringsteen/OurCamera

https://www.nytimes.com/2018/03/15/nyregion/bike-lane-blocked-new-york.html

42
Emerging
3 SiddharthRiot/TrafficVision-AI

AI-powered traffic management system using YOLO-based computer vision to...

29
Experimental
4 joeaoregan/TUS-26-ETP-AI-Traffic-Optimisation

Engineering Team Project: AI-Driven Predictive Traffic Flow Optimisation System

29
Experimental
5 yossidoctor/AI-Traffic-Lights-Controller

Using reinforcement learning and genetic algorithms to improve traffic flow...

25
Experimental
6 Arup3201/SmartFlow-Traffic-Manager

An intelligent traffic management system to guide traffic authorities...

25
Experimental
7 saraivacode/AIMS

Framework for classifying how network slicing policies impact Intelligent...

24
Experimental
8 COS301-SE-2025/Traffic-Guardian

Traffic Guardian is an innovative solution designed to enhance road safety...

23
Experimental
9 harivanshx/Suraksha-AI-Traffic-Management-System

An intelligent traffic control system that uses AI and computer vision to...

21
Experimental
10 Team-CodeClan/GPS-Toll-based-System-simulation

GPS-based toll calculation is a system that uses Global Positioning System...

20
Experimental
11 rChimisso/2WSI-RL

Study on the application of reinforcement learning to the management of a...

20
Experimental
12 Abp0101/FlowLLM

AI-powered traffic light optimization using a locally-run LLM — beats...

19
Experimental
13 harshnarasimhan/cosmos-adaptive-safety-oracle

Real-time adaptive learning system for autonomous vehicles using NVIDIA...

19
Experimental
14 AabuYousufRaj1552/Predicting-Real-Time-Traffic-and-Congestion-Hotspots-in-Dhaka-City

A machine learning research project analyzing traffic patterns in Dhaka City...

19
Experimental
15 SadeemAlBoqami/Road-Safety-and-Traffic-Diagnostics-Assisted-by-AI-Phase1

Real-time Proactive Driving Assistant capable of predicting collision risks...

19
Experimental
16 Jettgal09/rl-traffic-control

Reinforcement Learning based adaptive traffic signal control system using...

15
Experimental
17 mack94/urban-traffic-monitoring-application

Application for monitoring urban traffic.

15
Experimental
18 vaishnavi-git1205/traffic-managemt-ai-project

AI-based traffic management system using Python and machine learning to...

14
Experimental
19 PoCInnovation/Underflow

With underflow, create trafic light clusters that interact together to...

14
Experimental
20 fadycr7/TrafficMiner

🚦 Analyze and visualize traffic data effortlessly with TrafficMiner, your...

14
Experimental
21 COS30019-IntroductiontoAI/Traffic-based-Route-Guidance-System

A machine learning route guidance system that leverages deep learning...

14
Experimental
22 jeroenvanriel/traffic-scheduling

My final Master's thesis project on autonomous intersection coordination

14
Experimental
23 FTS18/AI-Traffic-Management-System

AI-based traffic signal optimization simulation using computer vision and...

14
Experimental
24 nirmal-25/Advanced-Driver-Assistance-Systems-ADAS

A deep learning approach to traffic lights/signs detection and car distance...

14
Experimental
25 rdulmina/Traffic-Control-Reinforcement-Learing-Agent

Deep Reinforcement Learning Agent to control traffic light providing...

13
Experimental
26 Priyanksolanki9853/SafeRoute-AI

🛡️ SafeRoute AI: Prioritizing Survival Over Speed. An AI-powered navigation...

12
Experimental
27 NhatGiaHuyT/traffic-redirection-system

Smart Traffic Redirection System: A data-driven solution leveraging...

12
Experimental
28 Harsh2o/Traffic-Management-system-Ai

AI-based Traffic Management System using YOLOv8 and OpenCV for real-time...

11
Experimental
29 afridpasha/TRAFFIC-OPTIMIZATION

Optimize Urban Traffic Seamlessly! Harness advanced algorithms and real-time...

11
Experimental
30 Namith-19/Road_assistant

This project is a light weight implementation of ADAS like features. This...

11
Experimental
31 galiihajiip/sigap-ai

AI-powered smart traffic management platform with real-time monitoring,...

11
Experimental
32 Ruchit-Gaurh/AI-Traffic-Management-System

🚦 Next-generation AI Traffic Management System with real-time computer...

10
Experimental