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 26–46 of 46 papers

TitleStatusHype
Urban Sound Tagging using Convolutional Neural NetworksCode0
Utilizing Domain Knowledge in End-to-End Audio ProcessingCode0
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
ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning—0
Mixer is more than just a model—0
Detection of Adversarial Attacks and Characterization of Adversarial Subspace—0
Responding to Challenge Call of Machine Learning Model Development in Diagnosing Respiratory Disease Sounds—0
Comparison of Time-Frequency Representations for Environmental Sound Classification using Convolutional Neural Networks—0
Attention based Convolutional Recurrent Neural Network for Environmental Sound Classification—0
Studying the Effect of Audio Filters in Pre-Trained Models for Environmental Sound Classification—0
Sub-Spectrogram Segmentation for Environmental Sound Classification via Convolutional Recurrent Neural Network and Score Level Fusion—0
Synthetic training set generation using text-to-audio models for environmental sound classification—0
A Preliminary Study on Environmental Sound Classification Leveraging Large-Scale Pretrained Model and Semi-Supervised Learning—0
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