Which approach should I use to train a Deep Learning NW for an LED Matrix detection?

Hi all,

I would like to use a Deep Learning object detection approach to detect a specific object, a LED Matrix. I saw some examples of using transfer learning to modify a previous pretrained network like yolo, but it did not work very well.

Does anyone know any better option?