MrMaks / efficientnet_repro

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

efficientnet_repro

Tests for reaching close to referenced (blog, papers) accuracy on efficient net B0 specifically on cifar100 and imagenet tiny, with imagenet pretrained weights.

Collected hyperparams leading to performance within couple % of reported larger model variants on each.

See code comments for ref to sources.

Up to (k=1 early stopping, epoch 0-indexed, acc @1):

CIFAR100 - e5 train: 0.8904 val: 0.835 test: 0.8354

ImagenetTiny - e14 train: 0.8629 val: 0.7914 test: 0.797

About


Languages

Language:Jupyter Notebook 100.0%