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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
Masked Conditional Neural Networks for Environmental Sound Classification	May 25, 2018	ClassificationEnvironmental Sound Classification	CodeCode Available	0
Utilizing Domain Knowledge in End-to-End Audio Processing	Dec 1, 2017	Environmental Sound ClassificationGeneral Classification	CodeCode Available	0
Listening to the World Improves Speech Command Recognition	Oct 23, 2017	Environmental Sound ClassificationGeneral Classification	—Unverified	0
Comparison of Time-Frequency Representations for Environmental Sound Classification using Convolutional Neural Networks	Jun 22, 2017	Audio ClassificationClassification	—Unverified	0
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification	Jan 23, 2017	ClassificationData Augmentation	CodeCode Available	0
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification	Aug 15, 2016	Data AugmentationDictionary Learning	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