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icefall-asr-ami-pruned-transducer-stateless7
desh2608/icefall-asr-ami-pruned-transducer-stateless7
icefall-asr-ami-pruned-transducer-stateless7 is a machine learning model from desh2608. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for k2. The card lists the license as apache-2.0.
This is an ASR recipe for the AMI corpus. AMI provides recordings from the speaker's headset and lapel microphones, and also 2 array microphones containing 8 channels each. We pool data in the following 4 ways and tra…
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Updated Nov 26, 2022
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At a glance
- Library
- k2
- License
- apache-2.0
- Access
- Public
- Created
- Nov 20, 2022
- Updated
- Nov 26, 2022
- SHA
- 60368c6b
Datasets
Model card
From the Hugging Face model README
AMI
This is an ASR recipe for the AMI corpus. AMI provides recordings from the speaker's headset and lapel microphones, and also 2 array microphones containing 8 channels each. We pool data in the following 4 ways and train a single model on the pooled data:
(i) individual headset microphone (IHM) (ii) IHM with simulated reverb (iii) Single distant microphone (SDM) (iv) GSS-enhanced array microphones
Speed perturbation and MUSAN noise augmentation are additionally performed on the pooled data.
Performance Record
pruned_transducer_stateless7
The following are decoded using modified_beam_search:
| Evaluation set | dev WER | test WER |
|---|---|---|
| IHM | 18.92 | 17.40 |
| SDM | 31.25 | 32.21 |
| MDM (GSS-enhanced) | 21.67 | 22.43 |
See the recipe for details.
- Library
- k2
- License
- apache-2.0
- Languages
- en
- Created
- Nov 20, 2022
- Updated
- Nov 26, 2022