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
Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP BlockCode1
Audio Barlow Twins: Self-Supervised Audio Representation LearningCode0
Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers—0
Continual Learning For On-Device Environmental Sound ClassificationCode1
PaddleSpeech: An Easy-to-Use All-in-One Speech ToolkitCode6
End-to-End Audio Strikes Back: Boosting Augmentations Towards An Efficient Audio Classification NetworkCode1
AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breathCode1
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
AudioCLIP: Extending CLIP to Image, Text and AudioCode2
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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