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
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
Urban Sound Classification : striving towards a fair comparisonCode1
SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound ClassificationCode1
Continual Learning For On-Device Environmental Sound ClassificationCode1
Environmental Sound Classification on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained DevicesCode1
ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning—0
Focal Modulation Networks for Interpretable Sound Classification—0
Detection of Adversarial Attacks and Characterization of Adversarial Subspace—0
A Preliminary Study on Environmental Sound Classification Leveraging Large-Scale Pretrained Model and Semi-Supervised Learning—0
AI for Earth: Rainforest Conservation by Acoustic Surveillance—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