Ujwal2910 / Smart-Traffic-Signals-in-India-using-Deep-Reinforcement-Learning-and-Advanced-Computer-VisionView on GitHub
We have used Deep Reinforcement Learning and Advanced Computer Vision techniques to for the creation of Smart Traffic Signals for Indian Roads. We have created the scripts for using SUMO as our environment for deploying all our RL models.
☆215May 24, 2019Updated 7 years ago
Alternatives and similar repositories for Smart-Traffic-Signals-in-India-using-Deep-Reinforcement-Learning-and-Advanced-Computer-Vision
Users that are interested in Smart-Traffic-Signals-in-India-using-Deep-Reinforcement-Learning-and-Advanced-Computer-Vision are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A framework where a deep Q-Learning Reinforcement Learning agent tries to choose the correct traffic light phase at an intersection to ma…☆508May 24, 2026Updated 5 months ago
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆70Nov 17, 2020Updated 5 years ago
- Deep Reinforcement Learning for Traffic Lights Control using SUMO☆22Apr 18, 2019Updated 7 years ago
- SUMO adaptive traffic signal control - DQN, DDPG, Webster's, Max-pressure, Self-Organizing Traffic Lights☆339Mar 24, 2023Updated 3 years ago
- Experiments with reinforcement learning using Gym, keras-rl and SUMO☆12Jan 22, 2017Updated 9 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- This is our Final Year Project in Bachelors. We try to avoid congestion on two levels i.e Intersection level and Infrastructure to Vehicl…☆10Oct 12, 2020Updated 6 years ago
- multi agent RL for traffic light control in Sumo using distributed PPO☆145Jun 6, 2023Updated 3 years ago
- Traffic Control Test Bed☆27Jun 17, 2026Updated 4 months ago
- 利用sumo作为仿真平台，采用强化学习中的DQN进行交通信号灯相位时间的调整☆55Jan 3, 2019Updated 7 years ago
- Investigating Q-Learning and DQN variants for Traffic Signal Control problem☆30Jul 10, 2022Updated 4 years ago
- Distributed Deep Reinforcement Learning Traffic Signal Control☆54Mar 10, 2019Updated 7 years ago
- Demos of reinforcement learning on Simulation of Urban MObility☆58Jan 3, 2023Updated 3 years ago
- Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries…☆1,099Mar 8, 2026Updated 7 months ago
- Computational framework for reinforcement learning in traffic control☆1,191Jul 27, 2024Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- This is a intelligent traffic control environment for Reinforcement Learning and relative researches. This environment is compatible with…☆15Jan 17, 2020Updated 6 years ago
- SUMO Scenario Generator is a web application that generates and downloads the necessary files to start a basic road traffic simulation in…☆12Jun 25, 2020Updated 6 years ago
- Traffic Lights Control with Deep Learning☆74Sep 9, 2022Updated 4 years ago
- multi-agent deep reinforcement learning for large-scale traffic signal control.☆426May 31, 2022Updated 4 years ago
- Source code associated with final project for Machine Learning Course (CS 229) at Stanford University; Used reinforcement learning approa…☆31May 21, 2016Updated 10 years ago
- A traffic simulation software based on SUMO that incorporates driver behavior.☆51Oct 3, 2019Updated 7 years ago
- Apply deep reinforcement learning methods including DQN, DDPG for traffic light control in simulation (discrete environment), to prove th…☆89Sep 9, 2019Updated 7 years ago
- A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario☆1,031Aug 19, 2025Updated last year
- stable-baselines3 reinforcement learning on SUMO traffic light system☆26Nov 9, 2024Updated last year
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control☆43Feb 18, 2022Updated 4 years ago
- Integrate AutoRL into DQN to implement a single traffic signal control system.☆16Nov 16, 2023Updated 2 years ago
- Python API for the SUMO environment of Plymouth Rd.☆14Feb 1, 2021Updated 5 years ago
- ☆16May 7, 2019Updated 7 years ago
- All you need to know about Reinforcement Learning for Traffic Signal Control. https://traffic-signal-control.github.io/☆202Feb 3, 2020Updated 6 years ago
- This is a Machine Learning project made by myself, containing several algorithms from the Reinforcement Learning world (DQN, A2C, PPO) wi…☆23Mar 26, 2022Updated 4 years ago
- deep reinforcement learing SUMO☆45May 17, 2018Updated 8 years ago
- Monaco SUMO Traffic (MoST) Scenario☆104Sep 24, 2022Updated 4 years ago
- Decentralized Deep Reinforcement Learning based Real-World Applicable Traffic Signal Optimization☆11Jul 4, 2021Updated 5 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- The code used to generate and evaluate SUMO scenarios for measuring the safety and efficiency of low penetration rates of connected auton…☆15May 12, 2021Updated 5 years ago
- Reinforcement Learning + traffic microsimulation (via SUMO). Uses Ray RLLIB and forces SUMO into the OpenAI Gym Framework☆55Dec 4, 2023Updated 2 years ago
- ☆12Apr 4, 2024Updated 2 years ago
- It is a project build on Simulation Of Urban Mobility(SUMO) to simulate a single intersection and optimize the traffic by minimizing queu…☆19Oct 30, 2020Updated 6 years ago
- An Activity-based Multi-modal Mobility Scenario Generator for SUMO. This project is available in the Eclipse SUMO contributed tools secti…☆40Apr 21, 2026Updated 6 months ago
- A SUMO simulator for platooning maneuvers in mixed traffic scenarios☆32Mar 6, 2019Updated 7 years ago
- CoLight: Learning Network-level Cooperation for Traffic Signal Control☆223May 5, 2023Updated 3 years ago