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

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Showing 51–100 of 194 papers

TitleStatusHype
Weakly-Supervised Classification and Detection of Bird Sounds in the Wild.Code1
Post-Processing Independent Evaluation of Sound Event Detection SystemsCode1
Forward-Backward Convolutional Recurrent Neural Networks and Tag-Conditioned Convolutional Neural Networks for Weakly Labeled Semi-supervised Sound Event DetectionCode1
DCASENET: A joint pre-trained deep neural network for detecting and classifying acoustic scenes and eventsCode1
Frequency Dependent Sound Event Detection for DCASE 2022 Challenge Task 4Code1
Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event DetectionCode1
Multichannel Sound Event Detection Using 3D Convolutional Neural Networks for Learning Inter-channel Features—0
Multi-dimensional frequency dynamic convolution with confident mean teacher for sound event detection—0
Multi-encoder attention-based architectures for sound recognition with partial visual assistance—0
Multitask frame-level learning for few-shot sound event detection—0
Multitask vocal burst modeling with ResNets and pre-trained paralinguistic Conformers—0
Nonverbal Sound Detection for Disordered Speech—0
Online Active Learning For Sound Event Detection—0
Optimizing Temporal Resolution Of Convolutional Recurrent Neural Networks For Sound Event Detection—0
Peer Collaborative Learning for Polyphonic Sound Event Detection—0
Zero-shot Audio Source Separation through Query-based Learningfrom Weakly-labeled Data—0
A Capsule based Approach for Polyphonic Sound Event Detection—0
A Comparative Study of Western and Chinese Classical Music based on Soundscape Models—0
Active Learning for Sound Event Detection—0
Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection—0
Affinity Mixup for Weakly Supervised Sound Event Detection—0
Aggregation Strategies for Efficient Annotation of Bioacoustic Sound Events Using Active Learning—0
A Multi-Task Learning Framework for Sound Event Detection using High-level Acoustic Characteristics of Sounds—0
An Experimental Study on Joint Modeling for Sound Event Localization and Detection with Source Distance Estimation—0
A Sequence Matching Network for Polyphonic Sound Event Localization and Detection—0
AST-SED: An Effective Sound Event Detection Method Based on Audio Spectrogram Transformer—0
Audio-Based Epileptic Seizure Detection—0
Audiovisual transfer learning for audio tagging and sound event detection—0
Auditory Neural Response Inspired Sound Event Detection Based on Spectro-temporal Receptive Field—0
Automated Bioacoustic Monitoring for South African Bird Species on Unlabeled Data—0
BAT: Learning to Reason about Spatial Sounds with Large Language Models—0
Binaural Signal Representations for Joint Sound Event Detection and Acoustic Scene Classification—0
Channel Compression: Rethinking Information Redundancy among Channels in CNN Architecture—0
Channel-Spatial-Based Few-Shot Bird Sound Event Detection—0
Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms—0
Conditioned Time-Dilated Convolutions for Sound Event Detection—0
Crowdsourcing strong labels for sound event detection—0
DASED: A Multi-Domain Dataset for Sound Event Detection Domain Adaptation—0
DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels—0
Deep Convolutional and Recurrent Networks for Polyphonic Instrument Classification from Monophonic Raw Audio Waveforms—0
DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection—0
DiffSED: Sound Event Detection with Denoising Diffusion—0
Divided spectro-temporal attention for sound event localization and detection in real scenes for DCASE2023 challenge—0
Do sound event representations generalize to other audio tasks? A case study in audio transfer learning—0
Dual Knowledge Distillation for Efficient Sound Event Detection—0
Effect of noise suppression losses on speech distortion and ASR performance—0
End-to-End Polyphonic Sound Event Detection Using Convolutional Recurrent Neural Networks with Learned Time-Frequency Representation Input—0
Energy Consumption Trends in Sound Event Detection Systems—0
Evaluating Classification Systems Against Soft Labels with Fuzzy Precision and Recall—0
Exploring the Potential of SSL Models for Sound Event Detection—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