@George_Soloupis’s workflow is the recommended one. As long as you can create a SavedModel for your OD network and ensure it’s supported in OpenVINO you should be good to go. However, I must mention that OpenVINO’s TensorFlow 2 support is still very experimental and limited. So you might want to keep that in mind.