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 101–125 of 194 papers

Title	Date	Tasks	Status	Hype
SEED: Sound Event Early Detection via Evidential Uncertainty	Feb 5, 2022	Event DetectionSound Event Detection	—Unverified	0
A benchmark of state-of-the-art sound event detection systems evaluated on synthetic soundscapes	Feb 3, 2022	Data AugmentationEvent Detection	—Unverified	0
HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection	Feb 2, 2022	Audio ClassificationEvent Detection	CodeCode Available	2
Threshold Independent Evaluation of Sound Event Detection Scores	Jan 31, 2022	Event DetectionSound Event Detection	CodeCode Available	1
Zero-shot Audio Source Separation through Query-based Learningfrom Weakly-labeled Data	Dec 15, 2021	Audio Source SeparationEvent Detection	—Unverified	0
Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data	Dec 15, 2021	Audio Source SeparationAudio Tagging	CodeCode Available	1
Effect of noise suppression losses on speech distortion and ASR performance	Nov 23, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Evaluating robustness of You Only Hear Once(YOHO) Algorithm on noisy audios in the VOICe Dataset	Nov 1, 2021	Event DetectionRetrieval	CodeCode Available	0
RCT: Random Consistency Training for Semi-supervised Sound Event Detection	Oct 21, 2021	Data AugmentationEvent Detection	CodeCode Available	1
Couple Learning for semi-supervised sound event detection	Oct 12, 2021	Event DetectionSound Event Detection	CodeCode Available	1
PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions	Oct 8, 2021	Sound Event Detection	CodeCode Available	1
Peer Collaborative Learning for Polyphonic Sound Event Detection	Oct 7, 2021	Event DetectionKnowledge Distillation	—Unverified	0
FilterAugment: An Acoustic Environmental Data Augmentation Method	Oct 7, 2021	Data AugmentationEvent Detection	CodeCode Available	1
Unsupervised Audio-Caption Aligning Learns Correspondences between Individual Sound Events and Textual Phrases	Oct 6, 2021	Event DetectionRetrieval	CodeCode Available	0
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event Detection	Oct 5, 2021	Audio TaggingBoundary Detection	CodeCode Available	1
RCRNN-based Sound Event Detection System with Specific Speech Resolution	Oct 1, 2021	Data AugmentationEvent Detection	—Unverified	0
SALSA: Spatial Cue-Augmented Log-Spectrogram Features for Polyphonic Sound Event Localization and Detection	Oct 1, 2021	Direction of Arrival EstimationEvent Detection	CodeCode Available	1
The impact of non-target events in synthetic soundscapes for sound event detection	Sep 28, 2021	Event DetectionSound Event Detection	CodeCode Available	1
You Only Hear Once: A YOLO-like Algorithm for Audio Segmentation and Sound Event Detection	Sep 1, 2021	ArticlesClassification	CodeCode Available	1
Uncertainty quantification for multiclass data description	Aug 29, 2021	ClassificationEvent Detection	—Unverified	0
Proposal-based Few-shot Sound Event Detection for Speech and Environmental Sounds with Perceivers	Jul 28, 2021	Event DetectionKeyword Spotting	—Unverified	0
Crowdsourcing strong labels for sound event detection	Jul 26, 2021	Event DetectionSound Event Detection	—Unverified	0
Improving Polyphonic Sound Event Detection on Multichannel Recordings with the Sørensen-Dice Coefficient Loss and Transfer Learning	Jul 22, 2021	Data AugmentationEvent Detection	—Unverified	0
What Makes Sound Event Localization and Detection Difficult? Insights from Error Analysis	Jul 22, 2021	Direction of Arrival EstimationEvent Detection	CodeCode Available	1
Sound Event Detection: A Tutorial	Jul 12, 2021	BIG-bench Machine LearningEvent 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