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 41–46 of 46 papers

TitleStatusHype
AI for Earth: Rainforest Conservation by Acoustic Surveillance—0
EnvGAN: Adversarial Synthesis of Environmental Sounds for Data Augmentation—0
Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network—0
Focal Modulation Networks for Interpretable Sound Classification—0
Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers—0
EchoVest: Real-Time Sound Classification and Depth Perception Expressed through Transcutaneous Electrical Nerve Stimulation—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