Hugging Face's logo

Datasets:
yangwang825
/
audioset

Tasks:
Audio Classification
Modalities:
Text
Formats:
json
Size:
1M - 10M
Tags:
audioset
Libraries:
Datasets
pandas
Dataset card Data Studio Files
xet
Community
audioset / README.md
yangwang825's picture
yangwang825
Update README.md
fe25bef
preview code
|
raw
history blame contribute delete
5.7 kB
metadata 
configs:
  - config_name: audioset500k
    data_files:
      - split: train
        path: audioset500k.json
  - config_name: balanced_train
    data_files:
      - split: train
        path: balanced_train.json
  - config_name: eval
    data_files:
      - split: test
        path: eval.json
  - config_name: unbalanced_train_part00
    data_files: unbalanced_train_part00.json
  - config_name: unbalanced_train_part01
    data_files: unbalanced_train_part01.json
  - config_name: unbalanced_train_part02
    data_files: unbalanced_train_part02.json
  - config_name: unbalanced_train_part03
    data_files: unbalanced_train_part03.json
  - config_name: unbalanced_train_part04
    data_files: unbalanced_train_part04.json
  - config_name: unbalanced_train_part05
    data_files: unbalanced_train_part05.json
  - config_name: unbalanced_train_part06
    data_files: unbalanced_train_part06.json
  - config_name: unbalanced_train_part07
    data_files: unbalanced_train_part07.json
  - config_name: unbalanced_train_part08
    data_files: unbalanced_train_part08.json
  - config_name: unbalanced_train_part09
    data_files: unbalanced_train_part09.json
  - config_name: unbalanced_train_part10
    data_files: unbalanced_train_part10.json
  - config_name: unbalanced_train_part11
    data_files: unbalanced_train_part11.json
  - config_name: unbalanced_train_part12
    data_files: unbalanced_train_part12.json
  - config_name: unbalanced_train_part13
    data_files: unbalanced_train_part13.json
  - config_name: unbalanced_train_part14
    data_files: unbalanced_train_part14.json
  - config_name: unbalanced_train_part15
    data_files: unbalanced_train_part15.json
  - config_name: unbalanced_train_part16
    data_files: unbalanced_train_part16.json
  - config_name: unbalanced_train_part17
    data_files: unbalanced_train_part17.json
  - config_name: unbalanced_train_part18
    data_files: unbalanced_train_part18.json
  - config_name: unbalanced_train_part19
    data_files: unbalanced_train_part19.json
  - config_name: unbalanced_train_part20
    data_files: unbalanced_train_part20.json
  - config_name: unbalanced_train_part21
    data_files: unbalanced_train_part21.json
  - config_name: unbalanced_train_part22
    data_files: unbalanced_train_part22.json
  - config_name: unbalanced_train_part23
    data_files: unbalanced_train_part23.json
  - config_name: unbalanced_train_part24
    data_files: unbalanced_train_part24.json
  - config_name: unbalanced_train_part25
    data_files: unbalanced_train_part25.json
  - config_name: unbalanced_train_part26
    data_files: unbalanced_train_part26.json
  - config_name: unbalanced_train_part27
    data_files: unbalanced_train_part27.json
  - config_name: unbalanced_train_part28
    data_files: unbalanced_train_part28.json
  - config_name: unbalanced_train_part29
    data_files: unbalanced_train_part29.json
  - config_name: unbalanced_train_part30
    data_files: unbalanced_train_part30.json
  - config_name: unbalanced_train_part31
    data_files: unbalanced_train_part31.json
  - config_name: unbalanced_train_part32
    data_files: unbalanced_train_part32.json
  - config_name: unbalanced_train_part33
    data_files: unbalanced_train_part33.json
  - config_name: unbalanced_train_part34
    data_files: unbalanced_train_part34.json
  - config_name: unbalanced_train_part35
    data_files: unbalanced_train_part35.json
  - config_name: unbalanced_train_part36
    data_files: unbalanced_train_part36.json
  - config_name: unbalanced_train_part37
    data_files: unbalanced_train_part37.json
  - config_name: unbalanced_train_part38
    data_files: unbalanced_train_part38.json
  - config_name: unbalanced_train_part39
    data_files: unbalanced_train_part39.json
  - config_name: unbalanced_train_part40
    data_files: unbalanced_train_part40.json
task_categories:
  - audio-classification
tags:
  - audioset
size_categories:
  - 100M<n<1B

AudioSet

AudioSet[1] consists of an expanding ontology of 527 audio event classes and a collection of 2M human-labelled 10-second sound clips drawn from YouTube. Some clips are missing on YouTube, so the number of files downloaded is different from time to time. This repository contains 20550 / 22160 of the balanced train set, 1913637 / 2041789 of the unbalanced train set (separated into 41 parts), and 18887 / 20371 of the evaluation set. The pre-process script can be found at qiuqiangkong's github[2].

To improve training efficiency, we add a slightly more balanced subset AudioSet500K[3].

References

  1. Gemmeke, Jort F., et al., Audio set: An ontology and human-labeled dataset for audio events, 2017
  2. Kong, Qiuqiang, et al., Panns: Large-scale pretrained audio neural networks for audio pattern recognition, 2020
  3. Nagrani, Arsha, et al., Attention bottlenecks for multimodal fusion, 2021