Road Maintenance

1 article · search the full text for this term

• Published Subscription Review Article 15 Jan 2025

  Pothole Detection utilising Machine Learning: A Review

  By Aayush Chandorkar, Swaraj Salvi, Purva Mhatre, Bhagyalaksmi V

  Abstract: Potholes must be found and fixed quickly in order to maintain infrastructure, maximize transportation systems, and guarantee road safety. Using the Sequential API and the Keras library, this study presents a neural network model for pothole detection. Convolutional layers with ReLU activation, global average pooling, dense layers with dropout, and softmax activation for binary classification make up the model architecture. Image loading, resizing, array conversion, labeling, shuffling, normalization, and one-hot …

  Published in Journal of Control & Instrumentation · Vol. 16, Issue 1, 2025 · pp. 35–43 Read article →