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SotA/Audio/Audio Classification

Audio Classification

43 benchmarks361 papers

Audio Classification is a machine learning task that involves identifying and tagging audio signals into different classes or categories. The goal of audio classification is to enable machines to automatically recognize and distinguish between different types of audio, such as music, speech, and environmental sounds.

Benchmarks

Audio Classification on AudioSet

Test mAPAUCd-prime

Audio Classification on ESC-50

Top-1 AccuracyAccuracy (5-fold)AccuracyPRE-TRAINING DATASET

Audio Classification on ICBHI Respiratory Sound Database

ICBHI ScoreSpecificitySensitivity

Audio Classification on VGGSound

Top 1 AccuracyTop 5 AccuracyMean APAUCd-prime

Audio Classification on SHD

Percentage correct

Audio Classification on FSD50K

mAPMean AP

Audio Classification on Balanced Audio Set

Mean AP

Audio Classification on DCASE

Top-1 AccuracyPRE-TRAINING DATASET

Audio Classification on SSC

Accuracy

Audio Classification on Speech Commands

Accuracy

Audio Classification on BirdCLEF 2021

Accuracy

Audio Classification on EPIC-KITCHENS-100

Top-1 ActionTop-1 NounTop-1 VerbTop-5 ActionTop-5 NounTop-5 Verb

Audio Classification on Audio Set

Mean AP

Audio Classification on CREMA-D

Accuracy

Audio Classification on DiCOVA

AUC

Audio Classification on EPIC-SOUNDS

Accuracy

Audio Classification on UrbanSound8K

Accuracy

Audio Classification on RAVDESS

Top-1 Accuracy

Audio Classification on VocalSound

Accuracy

Audio Classification on DEEP-VOICE: DeepFake Voice Recognition

Accuracy (10-fold)

Audio Classification on MeerKAT: Meerkat Kalahari Audio Transcripts

AP

Audio Classification on Multimodal PISA

Accuracy (%)

Audio Classification on UCR Time Series Classification Archive

FruitFliesMosquitoSoundRightWhaleCalls