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 11–20 of 46 papers

TitleStatusHype
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
ESResNet: Environmental Sound Classification Based on Visual Domain ModelsCode1
Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound ClassificationCode0
Weakly Supervised Convolutional Dictionary Learning for Multi-Label ClassificationCode0
ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning—0
Studying the Effect of Audio Filters in Pre-Trained Models for Environmental Sound Classification—0
Synthetic training set generation using text-to-audio models for environmental sound classification—0
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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