Practical Computer Vision Projects and Applications
Practical Computer Vision Projects and Applications Practical computer vision helps you turn ideas into usable tools. This guide shares approachable projects and the steps to make them work. You’ll learn how to choose data, pick a model, and measure what matters. The focus is on small, repeatable experiments you can reuse later. Starter projects you can complete in a weekend: Face or person detection in photos with a pre-trained model. This teaches loading models, running inference, and drawing results. People counting in video using simple detectors or background subtraction. You’ll process frames, apply a detector, and count distinct subjects. Road scene segmentation with a lightweight model to label sky, road, and vehicles. It shows data handling, visualization, and simple evaluation. For each project, set a clear objective, keep privacy in mind, and write down what you learn. Validation should be straightforward and repeatable so you can build on your results. ...