Sound Event Detection

Sound Event Detection (SED) is the task of recognizing the sound events and their respective temporal start and end time in a recording. Sound events in real life do not always occur in isolation, but tend to considerably overlap with each other. Recognizing such overlapping sound events is referred as polyphonic SED.

Source: A report on sound event detection with different binaural features

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 194 papers

Title	Date	Tasks	Status	Hype
Interactive Dual-Conformer with Scene-Inspired Mask for Soft Sound Event Detection	Nov 23, 2023	Event DetectionSound Event Detection	—Unverified	0
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive Learning	Nov 21, 2023	Acoustic Scene ClassificationAudio captioning	CodeCode Available	0
SwG-former: A Sliding-Window Graph Convolutional Network for Simultaneous Spatial-Temporal Information Extraction in Sound Event Localization and Detection	Oct 21, 2023	Event DetectionSound Event Detection	—Unverified	0
Performance and energy balance: a comprehensive study of state-of-the-art sound event detection systems	Oct 5, 2023	Event DetectionSound Event Detection	CodeCode Available	0
Online Active Learning For Sound Event Detection	Sep 25, 2023	Active LearningEvent Detection	—Unverified	0
Evaluating Classification Systems Against Soft Labels with Fuzzy Precision and Recall	Sep 25, 2023	Event DetectionSound Event Detection	—Unverified	0
Regularized Contrastive Pre-training for Few-shot Bioacoustic Sound Detection	Sep 16, 2023	Event DetectionFew-Shot Learning	CodeCode Available	0
Semi-supervised Sound Event Detection with Local and Global Consistency Regularization	Sep 15, 2023	Event DetectionSound Event Detection	—Unverified	0
Fine-tune the pretrained ATST model for sound event detection	Sep 15, 2023	Event DetectionSelf-Supervised Learning	CodeCode Available	1
Leveraging Geometrical Acoustic Simulations of Spatial Room Impulse Responses for Improved Sound Event Detection and Localization	Sep 6, 2023	Event DetectionSound Event Detection	CodeCode Available	0

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All datasets DESED L3DAS21 WildDESED Mivia Audio Events Mivia Road Events

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ATST-SED	event-based F1 score	63.4	—	Unverified
2	SE-CRNN-16 with DualKD	event-based F1 score	55.6	—	Unverified
3	FDY-CRNN	event-based F1 score	54	—	Unverified
4	HTS-AT	event-based F1 score	50.7	—	Unverified
5	RCT	event-based F1 score	49.62	—	Unverified
6	FiltAug SED	event-based F1 score	49.6	—	Unverified
7	SED-SSep baseline dcase task 4 2020 v2	event-based F1 score	40.7	—	Unverified
8	Baseline dcase task 4 2020 v2	event-based F1 score	39	—	Unverified
9	Baseline	event-based F1 score	25.8	—	Unverified
10	MAT-SED	PSDS1	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PHC SEDnet n=8	Error Rate	0.56	—	Unverified
2	Quaternion SEDnet	Error Rate	0.52	—	Unverified
3	PHC SEDnet n=16	Error Rate	0.51	—	Unverified
4	PHC SEDnet n=4	Error Rate	0.45	—	Unverified
5	PHC SEDnet n=2	Error Rate	0.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRNN (with BEATs + Separation)	PSDS1 (-5dB)	0.13	—	Unverified
2	CRNN (with BEATs)	PSDS1 (-5dB)	0.07	—	Unverified
3	CRNN (WildDESED + Curriculrm learning)	PSDS1 (-5dB)	0.05	—	Unverified
4	CRNN (WildDESED)	PSDS1 (-5dB)	0.05	—	Unverified
5	CRNN	PSDS1 (-5dB)	0.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DENet	Rank-1 Recognition Rate	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DENet	Rank-1 Recognition Rate	1	—	Unverified