Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
A simple study of the effect of adding a transformation regularization (TR) term to the objective function, evaluated on a labeled validation set. We see that adding the term improves performance for both heuristic (random) TF sequences and for TF sequences generated by the trained LSTM model, and that there is a larger positive effect for the latter.
| Task | % | Augmentation Model | TR Term Coefficient | Accuracy (Dev.) |
|---|---|---|---|---|
| CIFAR-10 | 10 | Heuristic | 0 | 77.4 |
| Heuristic | 0.1 | 77.5 | ||
| LSTM | 0 | 80.4 | ||
| LSTM | 0.1 | 81.6 |
