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brianyan918_aesrc2020_asr_conformer
espnet/brianyan918_aesrc2020_asr_conformer
brianyan918_aesrc2020_asr_conformer is a automatic speech recognition model from espnet. Use it when you need speech turned into text. It is set up for espnet. The card lists the license as cc-by-4.0.
This model was trained by Brian Yan using the aesrc2020 recipe in espnet.
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Repo size
138 MB
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0
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.pth137 MB · 99%
At a glance
- Task
- Automatic Speech Recognition
- Library
- espnet
- License
- cc-by-4.0
- Access
- Public
- Created
- Aug 22, 2022
- Updated
- Sep 19, 2026
- SHA
- b9cdff2c
Datasets
Model card
From the Hugging Face model README
Usage
import librosa
from espnet2.bin.asr_inference import Speech2Text
speech2text = Speech2Text.from_pretrained(model_tag="espnet/brianyan918_aesrc2020_asr_conformer")
# librosa resamples and mixes to one channel, so any file works; 16000 is
# what nearly every espnet recogniser is trained on - check this model's
# config if its audio is not 16 kHz
speech, rate = librosa.load("audio.wav", sr=16000, mono=True)
text, *_ = speech2text(speech)[0]
print(text)
ESPnet2 ASR model
espnet/brianyan918_aesrc2020_asr_conformer
This model was trained by Brian Yan using the aesrc2020 recipe in espnet.
Demo: How to use in ESPnet2
cd espnet
pip install -e .
cd egs2/aesrc2020/asr1
./run.sh --skip_data_prep false --skip_train true --download_model espnet/brianyan918_aesrc2020_asr_conformer
RESULTS
Environments
- date:
Sat Aug 20 06:55:57 EDT 2022 - python version:
3.8.13 (default, Mar 28 2022, 11:38:47) [GCC 7.5.0] - espnet version:
espnet 202207 - pytorch version:
pytorch 1.8.1 - Git hash:
c892feb2ba248c85b683bf3cdef6c8f7ce85449a - Commit date:
Thu Aug 18 11:54:56 2022 -0400
asr_train_asr_raw_en_bpe5000_sp
WER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| decode_asr_asr_model_valid.acc.ave/test | 15299 | 146813 | 94.8 | 4.7 | 0.6 | 0.7 | 5.9 | 31.9 |
CER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| decode_asr_asr_model_valid.acc.ave/test | 15299 | 708064 | 97.9 | 1.2 | 0.9 | 0.7 | 2.8 | 31.9 |
TER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| decode_asr_asr_model_valid.acc.ave/test | 15299 | 165136 | 93.2 | 4.3 | 2.6 | 0.6 | 7.4 | 31.9 |
- Task
- Automatic Speech Recognition
- Library
- espnet
- License
- cc-by-4.0
- Languages
- en
- Created
- Aug 22, 2022
- Updated
- Sep 19, 2026