Pre-trained Neural Networks Benchmark

Benchmark comparing pre-trained vs random-init Neural Networks

Downloading pets dataset

• bundle install
• bundle exec ruby download_dataset_open_images.rb

Generating a captcha dataset

• bundle install
• bundle exec ruby generate_dataset_captcha.rb

Results

Pet Classifier (Xception)

Pre-trained

Epoch	Validation Accuracy
1	87.41%
2	90.90%
3	93.83%
4	93.69%
5	91.64%
6	89.91%
7	91.75%
8	96.47%
9	91.85%
10	83.49%

Random-init

Epoch	Validation Accuracy
1	00.00%
2	00.00%
3	00.00%
4	00.00%
5	00.00%
10	00.00%