The way to change the data format of pytorch, onnx, or tensorflow (saved_model, frozen model) model from NCHW to NHWC

Question

I have my own pytorch, onnx, tf1.x(frozen_graph.pb), and tf2.x(saved_model.pb) models.

Each of those model outputs are exactly same what I wanted. (original model is