SOTAVerified

Environmental Sound Classification

Classification of Environmental Sounds. Most often sounds found in Urban environments. Task related to noise monitoring.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 21–30 of 46 papers

TitleStatusHype
EnvGAN: Adversarial Synthesis of Environmental Sounds for Data Augmentation—0
Tiny Transformers for Environmental Sound Classification at the EdgeCode1
Environmental Sound Classification on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained DevicesCode1
SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound ClassificationCode1
Comparison of semi-supervised deep learning algorithms for audio classificationCode1
Urban Sound Classification : striving towards a fair comparisonCode1
CRNNs for Urban Sound Tagging with spatiotemporal contextCode1
Rethinking CNN Models for Audio ClassificationCode1
An Ensemble of Convolutional Neural Networks for Audio Classification—0
ESResNet: Environmental Sound Classification Based on Visual Domain ModelsCode1
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All datasetsUrbanSound8KESC-50FSD50K

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AudioCLIPAccuracy90.07—Unverified
2MATPAC (SSL, linear eval)Accuracy89.4—Unverified
31DCNNAccuracy89—Unverified
#ModelMetricClaimedVerifiedStatus
1AudioCLIPAccuracy97.15—Unverified
#ModelMetricClaimedVerifiedStatus
1[ABT] AudioNTTmAP0.47—Unverified