PC Webcam Object detection with TensorFlow2 GPU Training
Introduction During a recent Hackathon I had a task to use my PC webcam to scan and detect networking ports. At the beginning, I searched open-source projects but I couldn’t find a similar one. Fortunately, TensorFlow is one of the most popular open-source SDKs for developers to create custom models and the latest version of TensorFlow2 also supports Nvidia GPU to speed up the large dataset model training time. With that, I am able to train my custom model and detect electronic device ports from PC webcams as shown in Figure 1 below.