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AN4 fail to reproduce the reported result

See original GitHub issue

Based on issue #85, I tried to reproduce the reported result of AN4 by following command. python train.py --cuda --visdom --learning_anneal 1.01 --train_manifest data/an4_train_manifest.csv --val_manifest data/an4_val_manifest.csv

And I got the following result. result

The best result is

Validation Summary Epoch: [60] Average WER 14.720 Average CER 5.894

But, it is still worse than the reported result.

Dataset | WER | CER AN4 test | 10.52 | 4.78

Could you kindly let me know how can I improve the result?

Issue Analytics

  • State:closed
  • Created 6 years ago
  • Comments:11 (3 by maintainers)

github_iconTop GitHub Comments

1reaction
SeanNarencommented, Dec 15, 2017

Sorry for being out the loop here, I’ll sync up with @ryanleary and try to solve this issue but may take some time. Worst case I’ll retrain models so that we have exact hyper-parameters used!

1reaction
Minju-Jungcommented, Dec 7, 2017

Thank you for reply! Could you also let me know about learning rate and noise probability? Currently, I use the default setting for learning rate (3e-4), noise probability (0.4), and epochs (70).

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