TensorBoard seems to have a feature to display multiple different runs and toggle them.
How can I make multiple runs show up here and how can assign a name
I found the answer to my own question on github (https://github.com/tensorflow/tensorflow/issues/1548).
You need to put your logs in a subfolder e.g. /logs/run1/ and then run tensorboard on the root folder e.g. /logs/.