Realtime website dashboard demostrating the use of YOLOv11 for vehicle detection and classification of Live Traffic Images obtained through the API exposed by the Singapore Government. The model was trained using Roboflow on a comprehensive dataset created by merging multiple annotated image datasets of Singaporean traffic from the Roboflow Universe. More info on the training process can be found in this notebook.
Obtain roboflow api key and set it up as a Environment Variable in an .env file in project root:
ROBOFLOW_API_KEY=your_api_key_here
Install the required Node.js packages using the following command:
npm install
Ensure vercel CLI is installed:
npm install vercel
Login to Vercel:
vercel login
Running app locally:
vercel dev
Publish app to vercel:
vercel