Best sources to develop a single class thin/slim custom deep learning model for object detection?

I am working on a problem, where I need to detect a particular type of objects. I have tried with tensorflow ssd mobilenet model, but I their processing time is very high. Hence I am planning to develop my own object detection model for single class with a very few layers in Keras (Tensorflow). I need to know, is there any github repo, or tutorial that explains clear procedure about single class custom object detection model training.

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