Collecting Data for Custom Object Detection

Use of deep learning in computer vision has increased in the last decade. In the past couple of years, computer vision applications such as face detection and vehicle detection have become mainstream. One of the reasons is the availability of pre-trained models. Convinced by the success of deep learning on these applications, businesses have now started to solve their own problems using deep learning. But what if the available pre-trained models are not suitable for your application?