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Audio Classification datasets

archive 2025-07-28

43 datasets carry the task tag "Audio Classification" (the task itself: Audio Classification), ordered by the archive's paper count. Page 1 of 1: 43 shown of 43. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Audio Classification datasets 1–43 of 43

MNIST

The MNIST database (Modified National Institute of Standards and Technology database) is a large collection of handwritten digits.

Images Image Classification Speech Recognition Question Answering Image Generation Text Classification Anomaly Detection+55 tasks

7,651 papers · 44 benchmarks

AudioSet

Audioset is an audio event dataset, which consists of over 2M human-annotated 10-second video clips.

Videos Audio Audio Classification Audio Source Separation Target Sound Extraction Zero-shot Audio Classification Multi-modal Classification Audio Tagging

744 papers · 5 benchmarks

Common Voice

Common Voice is an audio dataset that consists of a unique MP3 and corresponding text file.

Audio Speech Recognition Automatic Speech Recognition Audio Classification Few-Shot Audio Classification Language Identification License Plate Detection+3 tasks

449 papers · 143 benchmarks

Speech Commands

Speech Commands is an audio dataset of spoken words designed to help train and evaluate keyword spotting systems .

Audio Speech Speech Recognition Time Series Analysis Audio Classification Federated Learning Keyword Spotting

392 papers · 4 benchmarks

ESC-50

The ESC-50 dataset is a labeled collection of 2000 environmental audio recordings suitable for benchmarking methods of environmental sound classification.

Audio Image Classification Audio Classification Few-Shot Audio Classification Data Augmentation Zero-shot Audio Classification Environmental Sound Classification+3 tasks

387 papers · 4 benchmarks

VGG-Sound

Consists of more than 210k videos for 310 audio classes.

Videos Audio Image Classification Audio Classification Speaker Verification Zero-shot Audio Classification Multi-modal Classification Speaker Recognition+1 tasks

211 papers · 3 benchmarks

EPIC-KITCHENS-100

This paper introduces the pipeline to scale the largest dataset in egocentric vision EPIC-KITCHENS.

Videos Texts Action Recognition Temporal Action Localization Unsupervised Domain Adaptation Audio Classification Action Anticipation Open Vocabulary Action Recognition+1 tasks

162 papers · 6 benchmarks

FSD50K (Freesound Database 50K)

Freesound Dataset 50k (or FSD50K for short) is an open dataset of human-labeled sound events containing 51,197 Freesound clips unequally distributed in 200 classes drawn from the AudioSet Ontology.

Audio Domain Adaptation Audio Classification Contrastive Learning Environmental Sound Classification

155 papers · 2 benchmarks

UrbanSound8K

Urban Sound 8K is an audio dataset that contains 8732 labeled sound excerpts (<=4s) of urban sounds from 10 classes: airconditioner, carhorn, childrenplaying, dogbark, drilling, engingeidling, gunshot, jackhammer, siren, and streetmusic.

Audio Audio Classification Data Augmentation Zero-shot Audio Classification Environmental Sound Classification Environment Sound Classification

147 papers · 1 benchmark

UCR Time Series Classification Archive

The UCR Time Series Archive - introduced in 2002, has become an important resource in the time series data mining community, with at least one thousand published papers making use of at least one data set from the archive.

Audio Time series Time Series Classification Audio Classification ECG Classification Time Series Clustering Time Series Averaging

42 papers · 2 benchmarks

CREMA-D

CREMA-D is an emotional multimodal actor data set of 7,442 original clips from 91 actors.

Audio Facial Expression Recognition (FER)Audio Classification Speech Emotion Recognition Self-Supervised Learning Few-Shot Audio Classification Talking Face Generation+1 tasks

28 papers · 7 benchmarks

RAVDESS (Ryerson Audio-Visual Database of Emotional Speech and Song)

The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS) contains 7,356 files (total size: 24.8 GB).

Videos Audio Speech Emotion Recognition Facial Expression Recognition (FER)Audio Classification Speech Emotion Recognition Emotion Classification Video Emotion Recognition+2 tasks

27 papers · 6 benchmarks

VocalSound

VocalSound is a free dataset consisting of 21,024 crowdsourced recordings of laughter, sighs, coughs, throat clearing, sneezes, and sniffs from 3,365 unique subjects.

Audio Speech Recognition Audio Classification Audio Tagging

24 papers · 1 benchmark

ICBHI Respiratory Sound Database (The Respiratory Sound database - ICBHI 2017 Challenge)

The Respiratory Sound database was originally compiled to support the scientific challenge organized at Int.

Audio Biomedical Medical Audio Classification Lung Sound Classification

21 papers · 2 benchmarks

DiCOVA

The DiCOVA Challenge dataset is derived from the Coswara dataset, a crowd-sourced dataset of sound recordings from COVID-19 positive and non-COVID-19 individuals.

Audio Audio Classification

20 papers · 1 benchmark

FSDnoisy18k

The FSDnoisy18k dataset is an open dataset containing 42.5 hours of audio across 20 sound event classes, including a small amount of manually-labeled data and a larger quantity of real-world noisy data.

Audio Audio Classification Sound Event Detection Speaker Separation

19 papers · 0 benchmarks

SHD (Spiking Heidelberg Digits)

The Spiking Heidelberg Digits (SHD) dataset is an audio-based classification dataset of 1k spoken digits ranging from zero to nine in the English and German languages.

Audio Classification

19 papers · 1 benchmark

GTZAN

The gtzan8 audio dataset contains 1000 tracks of 30 second length.

Audio Audio Classification Beat Tracking Downbeat Tracking Multi-Source Unsupervised Domain Adaptation Online Beat Tracking Online Downbeat Tracking+1 tasks

15 papers · 4 benchmarks

EPIC-SOUNDS

EPIC-SOUNDS is a large scale dataset of audio annotations capturing temporal extents and class labels within the audio stream of the egocentric videos from EPIC-KITCHENS-100.

Audio Action Recognition Audio Classification Human Interaction Recognition

12 papers · 2 benchmarks

YouTube-100M

The YouTube-100M data set consists of 100 million YouTube videos: 70M training videos, 10M evaluation videos, and 20M validation videos.

Videos Audio Audio Classification Instrument Recognition Music Information Retrieval

8 papers · 0 benchmarks

SSC (Spiking Speech Commands v0.2)

The SSC dataset is a spiking version of the Speech Commands dataset release by Google (Speech Commands).

Audio Classification Audio Classification Audio Tagging

7 papers · 1 benchmark

VGGSound-Sparse

The dataset uses VGG-Sound which consists of 10s clips collected from YouTube for 309 sound classes.

Images Videos Audio Actions Audio Classification Audio-Visual Synchronization Video Synchronization

5 papers · 0 benchmarks

aGender

The aGender corpus contains audio recordings of predefined utterances and free speech produced by humans of different age and gender.

Audio Audio Classification Prediction Intervals

5 papers · 0 benchmarks

SONYC-UST-V2

A dataset for urban sound tagging with spatiotemporal information.

Audio Audio Classification Environmental Sound Classification Audio Tagging

4 papers · 0 benchmarks

TAU-NIGENS Spatial Sound Events 2021

The TAU-NIGENS Spatial Sound Events 2021 dataset contains multiple spatial sound-scene recordings, consisting of sound events of distinct categories integrated into a variety of acoustical spaces, and from multiple source directions and…

Audio Audio Classification Sound Event Detection Sound Event Localization and Detection Direction of Arrival Estimation

4 papers · 1 benchmark

DCASE 2014

DCASE2014 is an audio classification benchmark.

Videos Audio Action Recognition Audio Classification Self-Supervised Learning

3 papers · 0 benchmarks

HUME-VB (The Hume Vocal Bursts Dataset)

The Hume Vocal Burst Database (H-VB) includes all train, validation, and test recordings and corresponding emotion ratings for the train and validation recordings.

Emotion Recognition Audio Classification Cultural Vocal Bursts Intensity Prediction Vocal Bursts Intensity Prediction Vocal Bursts Valence Prediction Vocal Bursts Type Prediction+3 tasks

3 papers · 7 benchmarks

InfantMarmosetsVox

InfantMarmosetsVox is a dataset for multi-class call-type and caller identification.

Audio Audio Classification Caller Detection Sound Classification

3 papers · 0 benchmarks

Chest wall lung sound dataset

Annotated audio files (separate combined annotation file) of lung sounds as recorded from various vantage points of the chest wall.

Audio Medical Time series Audio Classification Lung Sound Classification Asthmatic Lung Sound Classification Lung Disease Classification

2 papers · 1 benchmark

SINGA:PURA (SINGApore: Polyphonic URban Audio)

This repository contains the SINGA:PURA dataset, a strongly-labelled polyphonic urban sound dataset with spatiotemporal context.

Audio Audio Classification Sound Event Detection Environmental Sound Classification Audio Tagging Audio Multiple Target Classification

2 papers · 0 benchmarks

nEMO

Overview nEMO is a simulated dataset of emotional speech in the Polish language.

Audio Speech Emotion Recognition Audio Classification Speech Emotion Recognition Emotion Classification Audio Emotion Recognition

2 papers · 0 benchmarks

BGG dataset (PUBG Gun Sound Dataset)

We recorded gun sounds by changing the type and position of guns to diversify distances and angles in the PUBG environment.

Audio Stereo Audio Classification Sound Event Localization and Detection Gunshot Detection Shooter Localization

1 paper · 0 benchmarks

DEEP-VOICE: DeepFake Voice Recognition (Jordan Bird)

DEEP-VOICE: Real-time Detection of AI-Generated Speech for DeepFake Voice Conversion This dataset contains examples of real human speech, and DeepFake versions of those speeches by using Retrieval-based Voice Conversion.

Speech Recognition Audio Classification DeepFake Detection Synthetic Speech Detection

1 paper · 1 benchmark

MediBeng (Synthetic Code-Switched Bengali-English Speech Conversations for Healthcare Applications)

MediBeng Dataset The MediBeng dataset contains synthetic code-switched dialogues in Bengali and English for training models in speech recognition (ASR), text-to-speech (TTS), and machine translation in clinical settings.

Texts Audio Medical Speech Speech Recognition Automatic Speech Recognition Audio Classification Speech-to-Text Translation Audio Generation Synthetic Data Generation+1 tasks

1 paper · 1 benchmark

MeerKAT: Meerkat Kalahari Audio Transcripts

A large-scale reference dataset for bioacoustics.

Audio Classification Few-Shot Learning Audio Classification Audio Tagging

1 paper · 1 benchmark

Multimodal PISA (Multimodal Piano Skills Assessment)

Dataset for multimodal skills assessment focusing on assessing piano player’s skill level.

Videos Audio Audio Classification Multimodal Deep Learning Video Classification Action Quality Assessment Skills Assessment Skills Evaluation+1 tasks

1 paper · 3 benchmarks

PC-GITA

PC-GITA is a Spanish speech corpus designed to analyze speech impairments in individuals with Parkinson's Disease (PD).

Audio Audio Classification

1 paper · 0 benchmarks

RESPIRATORY AND DRUG ACTUATION DATASET

Asthma is a common, usually long-term respiratory disease with negative impact on society and the economy worldwide.

Audio Audio Classification

1 paper · 0 benchmarks

ReefSet

The full version of ReefSet used in Williams et al.

Audio Audio Classification Transfer Learning

1 paper · 0 benchmarks

Sound-based drone fault classification using multitask learning

arxiv : https://arxiv.org/abs/2304.11708 Accepted at 29th International Congress on Sound and Vibration (ICSV29).

Classification Audio Classification Fault Detection

1 paper · 1 benchmark

Zooniverse (HumBug Zooniverse)

The Humbug Zooinverse dataset is a dataset of mosquito audio recordings.

Audio Audio Classification

1 paper · 0 benchmarks

DEAR

Dataset Summary The Deep Evaluation of Audio Representations (DEAR) dataset is a benchmark designed to assess general-purpose audio foundation models on properties critical for hearable devices.

Audio Audio Classification

0 papers · 0 benchmarks

Mudestreda (Mudestreda Multimodal Device State Recognition Dataset)

Mudestreda Multimodal Device State Recognition Dataset obtained from real industrial milling device with Time Series and Image Data for Classification, Regression, Anomaly Detection, Remaining Useful Life (RUL) estimation, Signal Drift…

Images Audio Time series Image Classification Classification Audio Classification Multimodal Deep Learning Sequential Image Classification Multi-modal Classification

0 papers · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.

Audio Classification datasets

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

Audio Classification datasets 1–43 of 43