Datasets:
Sasha Luccioni
Eval metadata Batch 4: Tweet Eval, Tweets Hate Speech Detection, VCTK, Weibo NER, Wisesight Sentiment, XSum, Yahoo Answers Topics, Yelp Polarity, Yelp Review Full (#4338)
26bae00
annotations_creators: | |
- expert-generated | |
language_creators: | |
- crowdsourced | |
languages: | |
- en | |
licenses: | |
- cc-by-4-0 | |
multilinguality: | |
- monolingual | |
pretty_name: VCTK | |
size_categories: | |
- 10K<n<100K | |
source_datasets: | |
- original | |
task_categories: | |
- automatic-speech-recognition | |
task_ids: [] | |
paperswithcode_id: vctk | |
train-eval-index: | |
- config: main | |
task: automatic-speech-recognition | |
task_id: speech_recognition | |
splits: | |
train_split: train | |
col_mapping: | |
file: path | |
text: text | |
metrics: | |
- type: wer | |
name: WER | |
- type: cer | |
name: CER | |
# Dataset Card for VCTK | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Homepage:** [Edinburg DataShare](https://doi.org/10.7488/ds/2645) | |
- **Repository:** | |
- **Paper:** | |
- **Leaderboard:** | |
- **Point of Contact:** | |
### Dataset Summary | |
This CSTR VCTK Corpus includes speech data uttered by 110 English speakers with various accents. Each speaker reads out about 400 sentences, which were selected from a newspaper, the rainbow passage and an elicitation paragraph used for the speech accent archive. | |
### Supported Tasks and Leaderboards | |
[More Information Needed] | |
### Languages | |
[More Information Needed] | |
## Dataset Structure | |
### Data Instances | |
A data point comprises the path to the audio file, called `file` and its transcription, called `text`. | |
``` | |
{ | |
'speaker_id': 'p225', | |
'text_id': '001', | |
'text': 'Please call Stella.', | |
'age': '23', | |
'gender': 'F', | |
'accent': 'English', | |
'region': 'Southern England', | |
'file': '/datasets/downloads/extracted/8ed7dad05dfffdb552a3699777442af8e8ed11e656feb277f35bf9aea448f49e/wav48_silence_trimmed/p225/p225_001_mic1.flac', | |
'audio': | |
{ | |
'path': '/datasets/downloads/extracted/8ed7dad05dfffdb552a3699777442af8e8ed11e656feb277f35bf9aea448f49e/wav48_silence_trimmed/p225/p225_001_mic1.flac', | |
'array': array([0.00485229, 0.00689697, 0.00619507, ..., 0.00811768, 0.00836182, 0.00854492], dtype=float32), | |
'sampling_rate': 48000 | |
}, | |
'comment': '' | |
} | |
``` | |
Each audio file is a single-channel FLAC with a sample rate of 48000 Hz. | |
### Data Fields | |
Each row consists of the following fields: | |
- `speaker_id`: Speaker ID | |
- `audio`: Audio recording | |
- `file`: Path to audio file | |
- `text`: Text transcription of corresponding audio | |
- `text_id`: Text ID | |
- `age`: Speaker's age | |
- `gender`: Speaker's gender | |
- `accent`: Speaker's accent | |
- `region`: Speaker's region, if annotation exists | |
- `comment`: Miscellaneous comments, if any | |
### Data Splits | |
The dataset has no predefined splits. | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed] | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed] | |
#### Who are the source language producers? | |
[More Information Needed] | |
### Annotations | |
#### Annotation process | |
[More Information Needed] | |
#### Who are the annotators? | |
[More Information Needed] | |
### Personal and Sensitive Information | |
The dataset consists of people who have donated their voice online. You agree to not attempt to determine the identity of speakers in this dataset. | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[More Information Needed] | |
### Discussion of Biases | |
[More Information Needed] | |
### Other Known Limitations | |
[More Information Needed] | |
## Additional Information | |
### Dataset Curators | |
[More Information Needed] | |
### Licensing Information | |
Public Domain, Creative Commons Attribution 4.0 International Public License ([CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode)) | |
### Citation Information | |
```bibtex | |
@inproceedings{Veaux2017CSTRVC, | |
title = {CSTR VCTK Corpus: English Multi-speaker Corpus for CSTR Voice Cloning Toolkit}, | |
author = {Christophe Veaux and Junichi Yamagishi and Kirsten MacDonald}, | |
year = 2017 | |
} | |
``` | |
### Contributions | |
Thanks to [@jaketae](https://github.com/jaketae) for adding this dataset. | |