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

Why use WRN-28-2? #2

Closed bl0 closed 6 years ago

bl0 commented 6 years ago

Hi, I wonder why you use WRN-28-2 instead of standard resent and widely used 10 layer ConvNet in Π-Model, Mean Teacher, and VAT. Thanks!

avital commented 6 years ago

We intentionally chose a standard architecture that's /not/ what any one paper used. This is with the goal of evaluating the SSL techniques themselves, rather than how they happen to perform on specific architectures that may have been chosen because they are SOTA on those techniques.