cityflow 开源项目推荐（10 个）

layumi /AICIty-reID-2020

🚗 The 1st Place Submission to AICity Challenge 2020 re-id track (Baidu-UTS submission)

yorkeyao /VehicleX

VehicleX: Simulating Content Consistent Vehicle Datasets with Attribute Descent (ECCV 2020, TPAMI 2023)

multi-commander /Multi-Commander

Multi & Single Agent Reinforcement Learning for Traffic Signal Control Problem

LincolnVS /explainable-drl-traffic-lights

该项目在 GitHub 上没有填写描述

dev0Guy /amgu

🚦 Traffic Management System 🚏 With Deep Reinforcement Learning 🚗

shiven424 /OptiTraffic-AI-Microservices

OptiTraffic AI Microservices is a Docker-based system that uses Kafka streams and a trained LSTM model to predict optimal traffic light phases. The stack includes multiple microservices (login, traffic signal prediction, monitoring, notifications, simulator), a React frontend, and an API gateway.

camuslab /RealLight

Decentralized traffic signal control under camera-limited observability (IEEE Access submission)

linhlpv /CityFlowGym

Standalone Gym-style wrapper for CityFlow traffic signal control.

Kristinx351 /CongestionRLPricing

Training code and data pipeline for RLPrice

gagan0116 /Multi_Agent_Traffic_Control_RL

Decentralized multi-agent RL traffic signal control using Dueling DQN + GAT (CTDE) on a 16-intersection network, reducing avg wait time by 76% and improving travel time by 17%; Dockerized and deployed on AWS.