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 151–175 of 194 papers

Title	Date	Tasks	Status
Training sound event detection with soft labels from crowdsourced annotations	Feb 28, 2023	Event DetectionSound Event Detection	—Unverified
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection	Jul 4, 2024	class-incremental learningClass Incremental Learning	—Unverified
Uncertainty quantification for multiclass data description	Aug 29, 2021	ClassificationEvent Detection	—Unverified
Unified Audio Event Detection	Sep 13, 2024	Event DetectionSound Event Detection	—Unverified
USM-SED - A Dataset for Polyphonic Sound Event Detection in Urban Sound Monitoring Scenarios	May 6, 2021	Dataset GenerationEvent Detection	—Unverified
Weakly Labeled Sound Event Detection Using Tri-training and Adversarial Learning	Oct 14, 2019	Event DetectionSound Event Detection	—Unverified
A benchmark of state-of-the-art sound event detection systems evaluated on synthetic soundscapes	Feb 3, 2022	Data AugmentationEvent Detection	—Unverified
Power pooling: An adaptive pooling function for weakly labelled sound event detection	Oct 20, 2020	Event DetectionMultiple Instance Learning	—Unverified
Polyphonic Sound Event Detection by using Capsule Neural Network	Oct 15, 2018	Event DetectionSound Event Detection	CodeCode Available
Ubicoustics: Plug-and-Play Acoustic Activity Recognition	Oct 14, 2018	Activity RecognitionAudio Classification	CodeCode Available
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
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive Learning	Nov 21, 2023	Acoustic Scene ClassificationAudio captioning	CodeCode Available
On Out-of-Distribution Detection for Audio with Deep Nearest Neighbors	Oct 27, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Guided learning for weakly-labeled semi-supervised sound event detection	Jun 6, 2019	Audio TaggingBoundary Detection	CodeCode Available
Musical Instrument Playing Technique Detection Based on FCN: Using Chinese Bowed-Stringed Instrument as an Example	Oct 20, 2019	Event DetectionInstrument Playing Technique Detection	CodeCode Available
Hybrid Disagreement-Diversity Active Learning for Bioacoustic Sound Event Detection	May 27, 2025	Active LearningDiversity	CodeCode Available
Sound Event Detection Using Spatial Features and Convolutional Recurrent Neural Network	Jun 7, 2017	Event DetectionSound Event Detection	CodeCode Available
MTDA-HSED: Mutual-Assistance Tuning and Dual-Branch Aggregating for Heterogeneous Sound Event Detection	Sep 10, 2024	Event DetectionSound Event Detection	CodeCode Available
Cross-Referencing Self-Training Network for Sound Event Detection in Audio Mixtures	May 27, 2021	Audio TaggingEvent Detection	CodeCode Available
Recurrent Neural Networks for Polyphonic Sound Event Detection in Real Life Recordings	Apr 4, 2016	Data AugmentationEvent Detection	CodeCode Available
Regularized Contrastive Pre-training for Few-shot Bioacoustic Sound Detection	Sep 16, 2023	Event DetectionFew-Shot Learning	CodeCode Available
Memory Controlled Sequential Self Attention for Sound Recognition	May 13, 2020	Event DetectionSound Event Detection	CodeCode Available
Adversarial Representation Learning for Robust Privacy Preservation in Audio	Apr 29, 2023	Event DetectionRepresentation Learning	CodeCode Available
Guided Learning Convolution System for DCASE 2019 Task 4	Sep 11, 2019	Event DetectionSound Event Detection	CodeCode Available
Robust sound event detection in bioacoustic sensor networks	May 20, 2019	Data AugmentationEvent Detection	CodeCode Available

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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