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
Focal Modulation Networks for Interpretable Sound Classification—0
Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network—0
Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers—0
A Preliminary Study on Environmental Sound Classification Leveraging Large-Scale Pretrained Model and Semi-Supervised Learning—0
Attention based Convolutional Recurrent Neural Network for Environmental Sound Classification—0
AI for Earth: Rainforest Conservation by Acoustic Surveillance—0
Detection of Adversarial Attacks and Characterization of Adversarial Subspace—0
Mixer is more than just a model—0
ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning—0
Weakly Supervised Convolutional Dictionary Learning for Multi-Label ClassificationCode0
Audio Barlow Twins: Self-Supervised Audio Representation LearningCode0
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound ClassificationCode0
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound ClassificationCode0
Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound ClassificationCode0
End-to-End Environmental Sound Classification using a 1D Convolutional Neural NetworkCode0
Environmental Sound Classification on Microcontrollers using Convolutional Neural NetworksCode0
Face: Fast, Accurate and Context-Aware Audio Annotation and ClassificationCode0
Masked Conditional Neural Networks for Environmental Sound ClassificationCode0
Ubicoustics: Plug-and-Play Acoustic Activity RecognitionCode0
Urban Sound Tagging using Convolutional Neural NetworksCode0
Utilizing Domain Knowledge in End-to-End Audio ProcessingCode0
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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