One of my favorite tools for people to dive into deep learning is Darknet. Not this one. This is a neural network framework in c. But despite that, this is nice in a way that it can function as an application.
Before you use it, you need the weights file, it is linked in the repository. The command is, darknet detector test <labels> <config> <weights> <image path>. Example of usage is the following.