I started studying machine learning in python a few days ago and I was trying some examples online when I decided to try it for myself using a custom dataset.
However, I noticed that most datasets involve images that are taken from camera photos composing of hundreds, if not thousands of images with the same target image.
If I create a custom icon in Photoshop, do I need to take a picture of my monitor a thousand times to achieve this? Is it possible to train an AI using only a single PNG file?
My goal right now is to let the AI do object detection on another big image and it needs to find the custom icon inside the image, kind of like Finding Waldo. All of which are digital images straight from Photoshop though, so I don`t know if it is possible.
Right now, I am using a python-based Computer Vision library called ImageAI.