There is a typo in your prototxt file

[gregary]

MobileNetV2_deploy.prototxt line63 : name: "relu1_new" line3196: name: "relu1_new"

Two layers are using the same name.

[suzhenghang]

@gregary thanks, I had fixed it and some details. I will share the trained model later.