pklumpp commited on
Commit
f4a33f5
·
verified ·
1 Parent(s): 9c516a6

Create README.md

Browse files

Added dataset card

Files changed (1) hide show
  1. README.md +70 -45
README.md CHANGED
@@ -1,47 +1,72 @@
1
  ---
2
- dataset_info:
3
- features:
4
- - name: speaker
5
- dtype: string
6
- - name: audio
7
- dtype: audio
8
- - name: text
9
- dtype: string
10
- - name: language
11
- dtype: string
12
- - name: gender
13
- dtype: string
14
- - name: age
15
- dtype: string
16
- - name: accent
17
- dtype: string
18
- - name: labels
19
- list:
20
- - name: end
21
- dtype: float64
22
- - name: start
23
- dtype: float64
24
- - name: symbol
25
- dtype: string
26
- splits:
27
- - name: train
28
- num_bytes: 9337350005
29
- num_examples: 56102
30
- - name: dev
31
- num_bytes: 1675175519
32
- num_examples: 9996
33
- - name: test
34
- num_bytes: 1723275391
35
- num_examples: 10209
36
- download_size: 12366752938
37
- dataset_size: 12735800915
38
- configs:
39
- - config_name: default
40
- data_files:
41
- - split: train
42
- path: data/train-*
43
- - split: dev
44
- path: data/dev-*
45
- - split: test
46
- path: data/test-*
47
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ license: cc0-1.0
3
+ task_categories:
4
+ - automatic-speech-recognition
5
+ language:
6
+ - en
7
+ - de
8
+ - fr
9
+ - it
10
+ - ru
11
+ - es
12
+ tags:
13
+ - speech
14
+ - phonetics
15
+ - phoneme-recognition
16
+ - acoustic-modeling
17
+ pretty_name: Common Phone
18
+ size_categories:
19
+ - 10K<n<100K
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20
  ---
21
+ # Dataset Card for Common Phone
22
+
23
+ This corpus aims to provide a basis for Machine Learning (ML) researchers and enthusiasts to train and test their models against a wide variety of speakers, hardware/software ecosystems and acoustic conditions to improve generalization and availability of ML in real-world speech applications.
24
+ The current version of Common Phone comprises 116,5 hours of speech samples, collected from 11.246 speakers in 6 languages.
25
+
26
+ Common Phone has been used as the primary corpus for the PhD thesis of Philipp Klumpp: [Phonetic Transfer Learning from Healthy References for the Analysis of Pathological Speech](https://www.researchgate.net/publication/382194988_Phonetic_Transfer_Learning_from_Healthy_References_for_the_Analysis_of_Pathological_Speech). The respective [Wav2Vec2 model](https://huggingface.co/pklumpp/Wav2Vec2_CommonPhone) can also be found on Hugging Face.
27
+
28
+ It also served as a foundation for highly robust production-grade speech and phoneme recognition models.
29
+
30
+ ## Dataset Details
31
+
32
+ For details, check out our peer-reviewed publication [Common Phone: A Multilingual Dataset for Robust Acoustic Modelling](https://aclanthology.org/anthology-files/anthology-files/pdf/lrec/2022.lrec-1.81.pdf), which was presented at LREC 2022.
33
+
34
+ If you use Common Phone for your research, please cite our work:
35
+ ```
36
+ @inproceedings{
37
+ klumpp2022common,
38
+ title={Common Phone: A Multilingual Dataset for Robust Acoustic Modelling},
39
+ author={Klumpp, Philipp and Arias, Tomas and P{\'e}rez-Toro, Paula Andrea and Noeth, Elmar and Orozco-Arroyave, Juan},
40
+ booktitle={Proceedings of the Thirteenth Language Resources and Evaluation Conference},
41
+ pages={763--768},
42
+ year={2022}
43
+ }
44
+ ```
45
+
46
+ - **Curated by: [Philipp Klumpp](https://www.linkedin.com/in/philipp-klumpp/)**
47
+ - **Language(s) (NLP): English, German, Italian, Spanish, French, Russian**
48
+ - **License: Creative Commons Zero v1.0 Universal**
49
+
50
+ ### Dataset Sources
51
+
52
+ The dataset sources, including mp3/wav files and TextGrids, are also available via Zenodo.
53
+
54
+ - **Repository: [Common Phone on Zenodo](https://zenodo.org/records/5846137)**
55
+
56
+ ## Uses
57
+
58
+ **Why Common Phone?**
59
+ - Large number of speakers and varying acoustic conditions to improve robustness of ML models
60
+ - Time-aligned IPA phonetic transcription for every audio sample
61
+ - Gender-balanced and age-group-matched (equal number of female/male speakers in every age group)
62
+ - Support for six different languages to leverage multi-lingual approaches
63
+ - Original MP3 files plus standard WAVE files
64
+
65
+
66
+ ### Source Data
67
+
68
+ Common Phone was derived from Common Voice, revision 7.0. More information can be found on the project's [website](https://commonvoice.mozilla.org/de).
69
+
70
+ ### Annotations [optional]
71
+
72
+ Common Phone provides automatically generated phonetic annotation with alignment for each spoken text sample.