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 1–25 of 46 papers

TitleStatusHype
PaddleSpeech: An Easy-to-Use All-in-One Speech ToolkitCode6
AudioCLIP: Extending CLIP to Image, Text and AudioCode2
Rethinking CNN Models for Audio ClassificationCode1
SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound ClassificationCode1
Tiny Transformers for Environmental Sound Classification at the EdgeCode1
CRNNs for Urban Sound Tagging with spatiotemporal contextCode1
Urban Sound Classification : striving towards a fair comparisonCode1
AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breathCode1
Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP BlockCode1
End-to-End Audio Strikes Back: Boosting Augmentations Towards An Efficient Audio Classification NetworkCode1
Environmental Sound Classification on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained DevicesCode1
ESResNet: Environmental Sound Classification Based on Visual Domain ModelsCode1
Comparison of semi-supervised deep learning algorithms for audio classificationCode1
Continual Learning For On-Device Environmental Sound ClassificationCode1
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
EchoVest: Real-Time Sound Classification and Depth Perception Expressed through Transcutaneous Electrical Nerve Stimulation—0
Environmental Sound Classification with Parallel Temporal-spectral Attention—0
Listening to the World Improves Speech Command Recognition—0
An Ensemble of Convolutional Neural Networks for Audio Classification—0
EnvGAN: Adversarial Synthesis of Environmental Sounds for Data Augmentation—0
Sub-Spectrogram Segmentation for Environmental Sound Classification via Convolutional Recurrent Neural Network and Score Level Fusion—0
Studying the Effect of Audio Filters in Pre-Trained Models for Environmental Sound Classification—0
Responding to Challenge Call of Machine Learning Model Development in Diagnosing Respiratory Disease Sounds—0
Synthetic training set generation using text-to-audio models for environmental sound classification—0
Comparison of Time-Frequency Representations for Environmental Sound Classification using Convolutional Neural Networks—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