| --- |
| license: |
| - cc-by-sa-4.0 |
| converted_from: kaggle |
| kaggle_id: googleai/musiccaps |
| task_categories: |
| - text-to-speech |
| language: |
| - en |
| --- |
| |
| # Dataset Card for MusicCaps |
|
|
| ## Table of Contents |
| - [Table of Contents](#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:** https://kaggle.com/datasets/googleai/musiccaps |
| - **Repository:** |
| - **Paper:** |
| - **Leaderboard:** |
| - **Point of Contact:** |
|
|
| ### Dataset Summary |
|
|
| The MusicCaps dataset contains **5,521 music examples, each of which is labeled with an English *aspect list* and a *free text caption* written by musicians**. An aspect list is for example *"pop, tinny wide hi hats, mellow piano melody, high pitched female vocal melody, sustained pulsating synth lead"*, while the caption consists of multiple sentences about the music, e.g., |
|
|
| *"A low sounding male voice is rapping over a fast paced drums playing a reggaeton beat along with a bass. Something like a guitar is playing the melody along. This recording is of poor audio-quality. In the background a laughter can be noticed. This song may be playing in a bar."* |
|
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| The text is solely focused on describing *how* the music sounds, not the metadata like the artist name. |
|
|
| The labeled examples are 10s music clips from the [**AudioSet**](https://research.google.com/audioset/) dataset (2,858 from the eval and 2,663 from the train split). |
|
|
| Please cite the corresponding paper, when using this dataset: http://arxiv.org/abs/2301.11325 (DOI: `10.48550/arXiv.2301.11325`) |
|
|
| ### Dataset Usage |
|
|
| The published dataset takes the form of a `.csv` file that contains the ID of YouTube videos and their start/end stamps. In order to use this dataset, one must download the corresponding YouTube videos and chunk them according to the start/end times. |
|
|
| The following repository has an example script and notebook to load the clips. The notebook also includes a Gradio demo that helps explore some samples: https://github.com/nateraw/download-musiccaps-dataset |
|
|
| ### Supported Tasks and Leaderboards |
|
|
| [More Information Needed] |
|
|
| ### Languages |
|
|
| [More Information Needed] |
|
|
| ## Dataset Structure |
|
|
| ### Data Instances |
|
|
| [More Information Needed] |
|
|
| ### Data Fields |
|
|
| #### ytid |
| YT ID pointing to the YouTube video in which the labeled music segment appears. You can listen to the segment by opening https://youtu.be/watch?v={ytid}&start={start_s} |
| |
| #### start_s |
| Position in the YouTube video at which the music starts. |
|
|
| #### end_s |
| Position in the YouTube video at which the music end. All clips are 10s long. |
| |
| #### audioset_positive_labels |
| Labels for this segment from the AudioSet (https://research.google.com/audioset/) dataset. |
| |
| #### aspect_list |
| A list of aspects describing the music. |
|
|
| #### caption |
| A multi-sentence free text caption describing the music. |
|
|
| #### author_id |
| An integer for grouping samples by who wrote them. |
| |
| #### is_balanced_subset |
| If this value is true, the row is a part of the 1k subset which is genre-balanced. |
| |
| #### is_audioset_eval |
| If this value is true, the clip is from the AudioSet eval split. Otherwise it is from the AudioSet train split. |
| |
| ### Data Splits |
| |
| [More Information Needed] |
| |
| ## 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 |
| |
| [More Information Needed] |
| |
| ## 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 |
| |
| This dataset was shared by [@googleai](https://ai.google/research/) |
| |
| ### Licensing Information |
| |
| The license for this dataset is cc-by-sa-4.0 |
| |
| ### Citation Information |
| |
| ```bibtex |
| [More Information Needed] |
| ``` |
| |
| ### Contributions |
| |
| [More Information Needed] |
