This is a simple thing which I just couldn\'t figure out how to do.
I converted a pre-trained VGG caffe model to tensorflow using the github code from https://github.com
You can get variable values using eval method of tf.Variable-s from the first network and load that values into variables of the second network using load method (also method of the tf.Variable).
tf.Variable