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 1–10 of 46 papers

TitleStatusHype
Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound ClassificationCode0
Weakly Supervised Convolutional Dictionary Learning for Multi-Label ClassificationCode0
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
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
Mixer is more than just a model—0
Focal Modulation Networks for Interpretable Sound Classification—0
EchoVest: Real-Time Sound Classification and Depth Perception Expressed through Transcutaneous Electrical Nerve Stimulation—0
Face: Fast, Accurate and Context-Aware Audio Annotation and ClassificationCode0
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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