Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
benchmark_pipeline_cer.md 9.66 KB
Newer Older
“change”'s avatar
Initial commit  
“change” committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216 
# Leaderboard IO


## Configuration
### Data set:
[Aishell1](https://www.openslr.org/33/): dev, test

[Aishell2](https://www.aishelltech.com/aishell_2): dev_ios, test_ios, test_android, test_mic

[WenetSpeech](https://github.com/wenet-e2e/WenetSpeech): dev, test_meeting, test_net


### Tools
#### [Install Requirements](https://alibaba-damo-academy.github.io/FunASR/en/installation/installation.html#installation)

Install ModelScope and FunASR from pip
```shell
pip install -U modelscope funasr
# For the users in China, you could install with the command:
#pip install -U funasr -i https://mirror.sjtu.edu.cn/pypi/web/simple
```

Or install FunASR from source code
```shell
git clone https://github.com/alibaba/FunASR.git && cd FunASR
pip install -e ./
# For the users in China, you could install with the command:
# pip install -e ./ -i https://mirror.sjtu.edu.cn/pypi/web/simple
```


#### Recipe


##### [Test CER](https://alibaba-damo-academy.github.io/FunASR/en/modelscope_pipeline/asr_pipeline.html#inference-with-multi-thread-cpus-or-multi-gpus)
set the `model`, `data_dir` and `output_dir` in `infer.sh`.
```shell
cd egs_modelscope/asr/TEMPLATE
bash infer.sh
```

## Benchmark CER


### Chinese Dataset


<table border="1">
    <tr align="center">
        <td style="border: 1px solid">Model</td>
        <td style="border: 1px solid">Offline/Online</td>
        <td colspan="2" style="border: 1px solid">Aishell1</td>
        <td colspan="4" style="border: 1px solid">Aishell2</td>
        <td colspan="3" style="border: 1px solid">WenetSpeech</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"></td>
        <td style="border: 1px solid"></td>
        <td style="border: 1px solid">dev</td> 
        <td style="border: 1px solid">test</td>
        <td style="border: 1px solid">dev_ios</td>
        <td style="border: 1px solid">test_ios</td>
        <td style="border: 1px solid">test_android</td>
        <td style="border: 1px solid">test_mic</td>
        <td style="border: 1px solid">dev</td>
        <td style="border: 1px solid">test_meeting</td>
        <td style="border: 1px solid">test_net</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large</a> </td>
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">1.76</td>
        <td style="border: 1px solid">1.94</td>
        <td style="border: 1px solid">2.79</td>
        <td style="border: 1px solid">2.84</td>
        <td style="border: 1px solid">3.08</td>
        <td style="border: 1px solid">3.03</td>
        <td style="border: 1px solid">3.43</td>
        <td style="border: 1px solid">7.01</td>
        <td style="border: 1px solid">6.66</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large-long</a> </td> 
        <td style="border: 1px solid">Offline</td>      
        <td style="border: 1px solid">1.80</td>
        <td style="border: 1px solid">2.10</td>
        <td style="border: 1px solid">2.78</td>
        <td style="border: 1px solid">2.87</td>
        <td style="border: 1px solid">3.12</td>
        <td style="border: 1px solid">3.11</td>
        <td style="border: 1px solid">3.44</td>
        <td style="border: 1px solid">13.28</td>
        <td style="border: 1px solid">7.08</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404/summary">Paraformer-large-contextual</a> </td>
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">1.76</td>
        <td style="border: 1px solid">2.02</td>
        <td style="border: 1px solid">2.73</td>
        <td style="border: 1px solid">2.85</td>
        <td style="border: 1px solid">2.98</td>
        <td style="border: 1px solid">2.95</td>
        <td style="border: 1px solid">3.42</td>
        <td style="border: 1px solid">7.16</td>
        <td style="border: 1px solid">6.72</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary">Paraformer-large-online</a> </td>
        <td style="border: 1px solid">Online</td>
        <td style="border: 1px solid">2.37</td>
        <td style="border: 1px solid">3.34</td>
        <td style="border: 1px solid">4.04</td>
        <td style="border: 1px solid">3.86</td>
        <td style="border: 1px solid">4.38</td>
        <td style="border: 1px solid">4.21</td>
        <td style="border: 1px solid">4.55</td>
        <td style="border: 1px solid">10.64</td>
        <td style="border: 1px solid">7.78</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-common-vocab8358-tensorflow1/summary">Paraformer</a> </td> 
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">3.24</td>
        <td style="border: 1px solid">3.69</td>
        <td style="border: 1px solid">4.58</td>
        <td style="border: 1px solid">4.63</td>
        <td style="border: 1px solid">4.83</td>
        <td style="border: 1px solid">4.71</td>
        <td style="border: 1px solid">4.19</td>
        <td style="border: 1px solid">8.32</td>
        <td style="border: 1px solid">9.19</td>
    </tr>
   <tr align="center">
        <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_UniASR_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-online/summary">UniASR</a> </td> 
        <td style="border: 1px solid">Online</td>
        <td style="border: 1px solid">3.34</td>
        <td style="border: 1px solid">3.99</td>
        <td style="border: 1px solid">4.62</td>
        <td style="border: 1px solid">4.52</td>
        <td style="border: 1px solid">4.77</td>
        <td style="border: 1px solid">4.73</td>
        <td style="border: 1px solid">4.51</td>
        <td style="border: 1px solid">10.63</td>
        <td style="border: 1px solid">9.70</td>
    </tr>
   <tr align="center">
        <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_UniASR-large_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-offline/summary">UniASR-large</a> </td> 
        <td style="border: 1px solid">Offline</td>      
        <td style="border: 1px solid">2.93</td>
        <td style="border: 1px solid">3.48</td>
        <td style="border: 1px solid">3.95</td>
        <td style="border: 1px solid">3.87</td>
        <td style="border: 1px solid">4.11</td>
        <td style="border: 1px solid">4.11</td>
        <td style="border: 1px solid">4.16</td>
        <td style="border: 1px solid">10.09</td>
        <td style="border: 1px solid">8.69</td>
    </tr>
    <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-aishell1-pytorch/summary">Paraformer-aishell</a> </td>
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">4.88</td>
        <td style="border: 1px solid">5.43</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
    </tr>
   <tr align="center">
        <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell1-vocab4234-pytorch/summary">ParaformerBert-aishell</a> </td>
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">6.14</td>
        <td style="border: 1px solid">7.01</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
    </tr>
   <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">Paraformer-aishell2</a> </td> 
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">5.82</td>
        <td style="border: 1px solid">6.30</td>
        <td style="border: 1px solid">6.60</td>
        <td style="border: 1px solid">5.83</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
    </tr>
   <tr align="center">
        <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">ParaformerBert-aishell2</a> </td> 
        <td style="border: 1px solid">Offline</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">4.95</td>
        <td style="border: 1px solid">5.45</td>
        <td style="border: 1px solid">5.59</td>
        <td style="border: 1px solid">5.83</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
        <td style="border: 1px solid">-</td>
    </tr>
</table>


### English Dataset