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
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
Audio Barlow Twins: Self-Supervised Audio Representation LearningCode0
Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers—0
Responding to Challenge Call of Machine Learning Model Development in Diagnosing Respiratory Disease Sounds—0
A Preliminary Study on Environmental Sound Classification Leveraging Large-Scale Pretrained Model and Semi-Supervised Learning—0
EnvGAN: Adversarial Synthesis of Environmental Sounds for Data Augmentation—0
An Ensemble of Convolutional Neural Networks for Audio 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