Yes, thanks for the time to narrow down.
Please refer to
Problems encountered in training unet and inference unet - #27 by Morganh .
I cannot reproduce the accuracy drop when exporting. Also, I was training a model of 960x544.
For sigmoid activation, I will check if I can reproduce later.