File size: 4,652 Bytes
9774d15 2cf8d96 9774d15 2cf8d96 9774d15 2cf8d96 9774d15 a206eb5 |
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 |
---
dataset_info:
features:
- name: audio
dtype: audio
- name: username
dtype: string
- name: freesound_id
dtype: uint64
- name: license
dtype:
class_label:
names:
'0': CC0-1.0
'1': CC-BY-4.0
'2': CC-BY-3.0
'3': CC-BY-NC-3.0
'4': CC-BY-NC-4.0
'5': CC-Sampling+
- name: attribution_required
dtype:
class_label:
names:
'0': 'No'
'1': 'Yes'
- name: commercial_use
dtype:
class_label:
names:
'0': 'No'
'1': 'Yes'
splits:
- name: train
num_bytes: 8902044505
num_examples: 100000
download_size: 9294972538
dataset_size: 8902044505
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
license: cc-by-4.0
task_categories:
- audio-to-audio
- audio-classification
tags:
- freesound
- freesound.org
- laion
- laion-audio
pretty_name: FreeSound.org LAION-640k Dataset (16 KHz, Medium)
---
# About this Repository
This repository is the training split of [the complete FreeSound LAION 640k dataset](https://huggingface.co/datasets/benjamin-paine/freesound-laion-640k), limited only to licenses that permit commercial works, resampled to `16khz` using `torchaudio.transforms.Resample`.
This is ideal for use cases where a variety of audio is desired but fidelity and labels are unnecessary, such as background audio for augmenting other datasets.
## Dataset Versions
- The [full](https://huggingface.co/datasets/benjamin-paine/freesound-laion-640k-commercial-16khz-full) dataset contains **403,146** unique sounds totaling **37.5 GB**.
- The [large](https://huggingface.co/datasets/benjamin-paine/freesound-laion-640k-commercial-16khz-large) dataset contains **200,000** unique sounds totaling **18.7 GB**.
- *You are looking at* the **medium** dataset which contains **100,000** unique sounds totaling **9.29 GB**.
- The [small](https://huggingface.co/datasets/benjamin-paine/freesound-laion-640k-commercial-16khz-small) dataset contains **50,000** unique sounds totaling **4.64 GB**.
- The [tiny](https://huggingface.co/datasets/benjamin-paine/freesound-laion-640k-commercial-16khz-tiny) dataset contains **20,000** unique sounds totaling **1.84 GB**.
## Sampling Method
To generate the smaller datasets, the following method was applied:
- Using the complete dataset's tag metadata, generate a feature vector for each sample.
- Cluster the feature vectors using k-means sampling.
- Sample from each cluster in a round-robin fasion until the desired dataset size is reached.
## What about download links?
Links were ommitted for the sake of size, as they can be constructed from the data already present. To reconstruct a link, use the following format:
`https://freesound.org/people/{username}/sound/{id}`
# About this Dataset
> LAION-Audio-630K is a large-scale audio-text dataset consisting of 633,526 pairs with the total duration of 4,325.39 hours. It contains audios of human activities, natural sounds and audio effects, consisting of 8 data sources (see the data source table below) from publicly available websites. We collect these datasets by downloading audios and relevant text descriptions. Based on our current knowledge, LAION-Audio-630K is the largest audio-text dataset publicly available and a magnitude larger than previous audio-text datasets (by 2022-11-05).
>
> [LAION-AI, github.com](https://github.com/LAION-AI/audio-dataset/blob/main/laion-audio-630k/)
## Acknowledgment
The whole collection process as well as all usage of the LAION-Audio-630K are conducted by Germany non-profit pure research organization LAION. All contributors and collectors of the dataset are considered as open source contributors affiliated to LAION. These community contributors (Discord ids) include but not limited to: @marianna13#7139, @Chr0my#0173, @PiEquals4#1909, @Yuchen Hui#8574, @Antoniooooo#4758, @IYWO#9072, krishna#1648, @dicknascarsixtynine#3885, and @turian#1607. We would like to appreciate all of them for their efforts on the LAION-Audio-630k dataset.
## License
- LAION dataset metadata is released under [The MIT License.](https://mit-license.org/)
- Audio is released under one of four licenses:
| License | URL |
| ------- | --- |
| CC0-1.0 | https://creativecommons.org/publicdomain/zero/1.0/ |
| CC-BY 4.0 | https://creativecommons.org/licenses/by/4.0/ |
| CC-BY 3.0 | https://creativecommons.org/licenses/by/3.0/ |
| CC-Sampling+ | https://creativecommons.org/licenses/sampling+/1.0/ |
**Please read the entirety of these licenses before deciding if you can use the audio for your project.** |