You are only saving the parameters in these lines of code:
names = {}
for name,param in model_resnet.named_parameters():
    names[name] = 0

while the running estimates are stored as buffers.
You could append these buffers using:
for name, buf in model_resnet.named_buffers():
    names[name] = 0

and run your code again.