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Can you add YOLO to the top of a pretrained model?

I have a InceptionResNetV2 model that is trained for identification of insects. I was wondering if I could change the base identification part of YOLO to use my model? My understanding is that YOLO trains identification based on Darknet,VGG, or other small networks and then moves to a partitioning method for the object detection so based on my limited knowledge I’m guessing it should theoretically be possible to replace these small base models but I am not sure if it is this simple or if my neural network architecture could work. I couldn’t find much information about this online.

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