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03e69525
编写于
6月 28, 2021
作者:
H
Hui Zhang
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examples/aishell/s0/README.md
examples/aishell/s0/README.md
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examples/aishell/s1/README.md
examples/aishell/s1/README.md
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examples/librispeech/s0/README.md
examples/librispeech/s0/README.md
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examples/librispeech/s1/README.md
examples/librispeech/s1/README.md
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examples/aishell/s0/README.md
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03e69525
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@@ -4,7 +4,7 @@
| Model | release | Config | Test set | Loss | CER |
| --- | --- | --- | --- | --- | --- |
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug + new datapipe | test | 6.396368026733398 | 0.068382 |
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug + new datapipe | test | 6.396368026733398 | 0.068382
~ 0.073507
|
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug | test | 7.483316898345947 | 0.077860 |
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml | test | 7.299022197723389 | 0.078671 |
| DeepSpeech2 58.4M | 2.0.0 | conf/deepspeech2.yaml | test | - | 0.078977 |
...
...
examples/aishell/s1/README.md
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## Conformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- |
| conformer | conf/conformer.yaml | spec_aug + shift | test | attention | - | 0.059858 |
| conformer | conf/conformer.yaml | spec_aug + shift | test | ctc_greedy_search | - | 0.062311 |
| conformer | conf/conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | - | 0.062196 |
| conformer | conf/conformer.yaml | spec_aug + shift | test | attention_rescoring | - | 0.054694 |
| Model |
Params |
Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- |
--- |
| conformer |
47.07M |
conf/conformer.yaml | spec_aug + shift | test | attention | - | 0.059858 |
| conformer |
47.07M |
conf/conformer.yaml | spec_aug + shift | test | ctc_greedy_search | - | 0.062311 |
| conformer |
47.07M |
conf/conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | - | 0.062196 |
| conformer |
47.07M |
conf/conformer.yaml | spec_aug + shift | test | attention_rescoring | - | 0.054694 |
## Chunk Conformer
| Model | Config | Augmentation| Test set | Decode method | Chunk | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- | --- |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16 | - | 0.061939 |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16 | - | 0.070806 |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16 | - | 0.070739 |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16 | - | 0.059400 |
| Model |
Params |
Config | Augmentation| Test set | Decode method | Chunk | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- | --- |
--- |
| conformer |
47.06M |
conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16 | - | 0.061939 |
| conformer |
47.06M |
conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16 | - | 0.070806 |
| conformer |
47.06M |
conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16 | - | 0.070739 |
| conformer |
47.06M |
conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16 | - | 0.059400 |
## Transformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | ---|
| transformer | conf/transformer.yaml | spec_aug + shift | test | attention | - | - |
| Model |
Params |
Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | ---
| ---
|
| transformer |
- |
conf/transformer.yaml | spec_aug + shift | test | attention | - | - |
examples/librispeech/s0/README.md
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03e69525
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@@ -2,8 +2,8 @@
## Deepspeech2
| Model | release | Config | Test set | Loss | WER |
| --- | --- | --- | --- | --- | --- |
| DeepSpeech2 | 2.1.0 | conf/deepspeech2.yaml | 15.184467315673828 | test-clean | 0.072154 |
| DeepSpeech2 | 2.0.0 | conf/deepspeech2.yaml | - | test-clean | 0.073973 |
| DeepSpeech2 | 1.8.5 | - | test-clean | - | 0.074939 |
| Model |
Params |
release | Config | Test set | Loss | WER |
| --- | --- |
--- |
--- | --- | --- | --- |
| DeepSpeech2 |
42.96M |
2.1.0 | conf/deepspeech2.yaml | 15.184467315673828 | test-clean | 0.072154 |
| DeepSpeech2 |
42.96M |
2.0.0 | conf/deepspeech2.yaml | - | test-clean | 0.073973 |
| DeepSpeech2 |
42.96M |
1.8.5 | - | test-clean | - | 0.074939 |
examples/librispeech/s1/README.md
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03e69525
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@@ -2,17 +2,17 @@
## Conformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- |
| conformer |
conf/conformer.yaml | spec_aug + shift | test-all | attention | test-all
6.35 | 0.057117 |
| conformer |
conf/conformer.yaml | spec_aug + shift | test-clean | attention | test-all
6.35 | 0.030162 |
| conformer |
conf/conformer.yaml | spec_aug + shift | test-clean | ctc_greedy_search | test-all
6.35 | 0.037910 |
| conformer |
conf/conformer.yaml | spec_aug + shift | test-clean | ctc_prefix_beam_search | test-all
6.35 | 0.037761 |
| conformer |
conf/conformer.yaml | spec_aug + shift | test-clean | attention_rescoring | test-all
6.35 | 0.032115 |
| Model |
Params |
Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- |
--- |
| conformer |
47.63 M | conf/conformer.yaml | spec_aug + shift | test-all | attention |
6.35 | 0.057117 |
| conformer |
47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | attention |
6.35 | 0.030162 |
| conformer |
47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | ctc_greedy_search |
6.35 | 0.037910 |
| conformer |
47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | ctc_prefix_beam_search |
6.35 | 0.037761 |
| conformer |
47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | attention_rescoring |
6.35 | 0.032115 |
## Transformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- |
| transformer |
conf/transformer.yaml | spec_aug + shift | test-all | attention | test-all
6.98 | 0.066500 |
| transformer |
conf/transformer.yaml | spec_aug + shift | test-clean | attention | test-all
6.98 | 0.036 |
| Model |
Params |
Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- |
--- |
| transformer |
32.52 M | conf/transformer.yaml | spec_aug + shift | test-all | attention |
6.98 | 0.066500 |
| transformer |
32.52 M | conf/transformer.yaml | spec_aug + shift | test-clean | attention |
6.98 | 0.036 |
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