Signal-X

Signal-X

Signal-X is an AI-powered smart traffic management system using YOLO, IOT, and geospatial data to optimize traffic flow, prioritize emergency vehicles, and reduce congestion in real-time across cities

Created on 5th April 2025

Signal-X

Signal-X

Signal-X is an AI-powered smart traffic management system using YOLO, IOT, and geospatial data to optimize traffic flow, prioritize emergency vehicles, and reduce congestion in real-time across cities

The problem Signal-X solves

Signal-X addresses the core problems of urban traffic congestion by replacing outdated, fixed-timer traffic lights with an intelligent, adaptive system. Traditional systems fail to respond to real-time traffic conditions, leading to long queues, fuel wastage, and delayed emergency responses. Signal-X uses AI-powered vehicle detection (YOLO), real-time traffic data, and geospatial analytics to dynamically adjust signal timings. This reduces congestion, prioritizes emergency vehicles, and eliminates the inefficiencies of manual control. By integrating IoT and computer vision, Signal-X offers a scalable, automated solution that makes urban traffic management smarter, faster, and more responsive.

Challenges we ran into

  1. Hardware implementation - setting up the camera modules and other components like sound sensors , ultrasonic sensors
  2. When setting up the mobile backend , faced difficulties in the ngrok setup
  3. Detection of ambulance in realtime through yolov8 models
  4. Dependency capabilty issues in mobile
  5. Localhost didnt work on device so had to use ngrok
  6. Getting the data from flask api to frontend
  7. Setting up the pygames simulation for traffic and rippling effect

Tracks Applied (3)

Gemini API

Explanation of how SignalX extensively leverages Gemini API’s capabilities to revolutionize : AI Report Summarizer Pro...Read More
Major League Hacking

Major League Hacking

MongoDB Atlas

MongoDB Atlas served as the backbone of our application, enabling us to build a flexible, scalable, and secure system op...Read More
Major League Hacking

Major League Hacking

Track: GitHub

How Our Project Excels in the GitHub Track Our project Signal-X extensively uses GitHub not just for version control, bu...Read More

GitHub

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