brain-research / realistic-ssl-evaluation

Open source release of the evaluation benchmark suite described in "Realistic Evaluation of Deep Semi-Supervised Learning Algorithms"
Apache License 2.0
458 stars 98 forks source link

Add 'none' consistency model for fully supervised #22

Closed craffel closed 5 years ago

craffel commented 5 years ago

We were using the wrong learning rate for fully-supervised because we were setting the consistency model to mean_teacher with max_cons_multiplier=0. This ended up causing a hyperparameter override to set the wrong learning rate. This PR adds a consistency model none which explicitly avoids using any consistency model and also allows us to have a separate hyperpamater override dict for fully-supervised learning (hopefully preventing this kind of issue in the future).

Fixes #19