I made sure to be using models from the TF2 Zoo with the tutorial for TF2 OD. I am able to perform inference on my re-trained saved_model.pb and properly load it with no issues at all. However the difficulty I am facing is with converting it to a different proprietary format. As mentioned before, I can convert the saved_model.pb in the official repo, but not my trained saved_model.pb.