SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 194 papers

TitleStatusHype
Improving Audio Spectrogram Transformers for Sound Event Detection Through Multi-Stage TrainingCode1
Multi-Iteration Multi-Stage Fine-Tuning of Transformers for Sound Event Detection with Heterogeneous DatasetsCode1
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection—0
Mixstyle based Domain Generalization for Sound Event Detection with Heterogeneous Training Data—0
WildDESED: An LLM-Powered Dataset for Wild Domestic Environment Sound Event Detection SystemCode1
FMSG-JLESS Submission for DCASE 2024 Task4 on Sound Event Detection with Heterogeneous Training Dataset and Potentially Missing Labels—0
Self Training and Ensembling Frequency Dependent Networks with Coarse Prediction Pooling and Sound Event Bounding BoxesCode1
Automated Bioacoustic Monitoring for South African Bird Species on Unlabeled Data—0
Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic ConvolutionCode1
Sound event detection based on auxiliary decoder and maximum probability aggregation for DCASE Challenge 2024 Task 4—0
DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels—0
Diversifying and Expanding Frequency-Adaptive Convolution Kernels for Sound Event DetectionCode1
Sound Event Bounding BoxesCode1
Revisiting Deep Audio-Text Retrieval Through the Lens of TransportationCode1
UniAV: Unified Audio-Visual Perception for Multi-Task Video Event LocalizationCode1
Mind the Domain Gap: a Systematic Analysis on Bioacoustic Sound Event DetectionCode2
Sound Event Detection and Localization with Distance Estimation—0
Multitask frame-level learning for few-shot sound event detection—0
Fine-Grained Engine Fault Sound Event Detection Using Multimodal Signals—0
Dual Knowledge Distillation for Efficient Sound Event Detection—0
BAT: Learning to Reason about Spatial Sounds with Large Language Models—0
Full-frequency dynamic convolution: a physical frequency-dependent convolution for sound event detectionCode1
Fusion of Audio and Visual Embeddings for Sound Event Localization and DetectionCode1
w2v-SELD: A Sound Event Localization and Detection Framework for Self-Supervised Spatial Audio Pre-TrainingCode1
tinyCLAP: Distilling Constrastive Language-Audio Pretrained Models—0
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All datasetsDESEDL3DAS21WildDESEDMivia Audio EventsMivia Road Events

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ATST-SEDevent-based F1 score63.4—Unverified
2SE-CRNN-16 with DualKDevent-based F1 score55.6—Unverified
3FDY-CRNNevent-based F1 score54—Unverified
4HTS-ATevent-based F1 score50.7—Unverified
5RCTevent-based F1 score49.62—Unverified
6FiltAug SEDevent-based F1 score49.6—Unverified
7SED-SSep baseline dcase task 4 2020 v2event-based F1 score40.7—Unverified
8Baseline dcase task 4 2020 v2event-based F1 score39—Unverified
9Baselineevent-based F1 score25.8—Unverified
10MAT-SEDPSDS10.59—Unverified
#ModelMetricClaimedVerifiedStatus
1PHC SEDnet n=8Error Rate0.56—Unverified
2Quaternion SEDnetError Rate0.52—Unverified
3PHC SEDnet n=16Error Rate0.51—Unverified
4PHC SEDnet n=4Error Rate0.45—Unverified
5PHC SEDnet n=2Error Rate0.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRNN (with BEATs + Separation)PSDS1 (-5dB)0.13—Unverified
2CRNN (with BEATs)PSDS1 (-5dB)0.07—Unverified
3CRNN (WildDESED + Curriculrm learning)PSDS1 (-5dB)0.05—Unverified
4CRNN (WildDESED)PSDS1 (-5dB)0.05—Unverified
5CRNNPSDS1 (-5dB)0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1DENetRank-1 Recognition Rate0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1DENetRank-1 Recognition Rate1—Unverified