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Environmental Sound Classification

Classification of Environmental Sounds. Most often sounds found in Urban environments. Task related to noise monitoring.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–46 of 46 papers

Title	Date	Tasks	Status	Hype
Environmental Sound Classification on Microcontrollers using Convolutional Neural Networks	May 15, 2019	ClassificationCPU	CodeCode Available	0
Face: Fast, Accurate and Context-Aware Audio Annotation and Classification	Mar 7, 2023	Active LearningAudio Classification	CodeCode Available	0
Masked Conditional Neural Networks for Environmental Sound Classification	May 25, 2018	ClassificationEnvironmental Sound Classification	CodeCode Available	0
Ubicoustics: Plug-and-Play Acoustic Activity Recognition	Oct 14, 2018	Activity RecognitionAudio Classification	CodeCode Available	0
Urban Sound Tagging using Convolutional Neural Networks	Sep 27, 2019	Data AugmentationEnvironmental Sound Classification	CodeCode Available	0
Utilizing Domain Knowledge in End-to-End Audio Processing	Dec 1, 2017	Environmental Sound ClassificationGeneral Classification	CodeCode Available	0

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All datasets UrbanSound8K ESC-50 FSD50K

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AudioCLIP	Accuracy	90.07	—	Unverified
2	MATPAC (SSL, linear eval)	Accuracy	89.4	—	Unverified
3	1DCNN	Accuracy	89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AudioCLIP	Accuracy	97.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	[ABT] AudioNTT	mAP	0.47	—	Unverified