msb-public
/
PaddleSpeech
mirror of https://github.com/PaddlePaddle/PaddleSpeech
1
0
Code Issues Projects Releases Wiki Activity
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Branches Tags
${ item.name }
Create tag ${ searchTerm }
Create branch ${ searchTerm }
from '30dc4585ce'
${ noResults }
PaddleSpeech/examples/librispeech/asr1/RESULTS.md

2.1 KiB
Raw Blame History

LibriSpeech

Conformer

train: Epoch 70, 4 V100-32G, best avg: 20

Model Params Config Augmentation Test set Decode method Loss WER
conformer 47.63 M conf/conformer.yaml spec_aug test-clean attention 6.433612394332886 0.039771
conformer 47.63 M conf/conformer.yaml spec_aug test-clean ctc_greedy_search 6.433612394332886 0.040342
conformer 47.63 M conf/conformer.yaml spec_aug test-clean ctc_prefix_beam_search 6.433612394332886 0.040342
conformer 47.63 M conf/conformer.yaml spec_aug test-clean attention_rescoring 6.433612394332886 0.033761

Chunk Conformer

Model Params Config Augmentation Test set Decode method Chunk Size & Left Chunks Loss WER
conformer 47.63 M conf/chunk_conformer.yaml spec_aug + shift test-clean attention 16, -1 7.11 0.063193
conformer 47.63 M conf/chunk_conformer.yaml spec_aug + shift test-clean ctc_greedy_search 16, -1 7.11 0.082394
conformer 47.63 M conf/chunk_conformer.yaml spec_aug + shift test-clean ctc_prefix_beam_search 16, -1 7.11 0.082156
conformer 47.63 M conf/chunk_conformer.yaml spec_aug + shift test-clean attention_rescoring 16, -1 7.11 0.071000

Transformer

train: Epoch 120, 4 V100-32G, 27 Day, best avg: 10

Model Params Config Augmentation Test set Decode method Loss WER
transformer 32.52 M conf/transformer.yaml spec_aug test-clean attention 6.382194232940674 0.049661
transformer 32.52 M conf/transformer.yaml spec_aug test-clean ctc_greedy_search 6.382194232940674 0.049566
transformer 32.52 M conf/transformer.yaml spec_aug test-clean ctc_prefix_beam_search 6.382194232940674 0.049585
transformer 32.52 M conf/transformer.yaml spec_aug test-clean attention_rescoring 6.382194232940674 0.038135