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
ACCDOA: Activity-Coupled Cartesian Direction of Arrival Representation for Sound Event Localization and DetectionCode1
DCASENET: A joint pre-trained deep neural network for detecting and classifying acoustic scenes and eventsCode1
Multi-Task Learning for Interpretable Weakly Labelled Sound Event DetectionCode1
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional NetworksCode1
Sound Event Detection with Depthwise Separable and Dilated ConvolutionsCode1
Towards Deep Learning Models Resistant to Adversarial AttacksCode1
Frequency Dynamic Convolutions for Sound Event Detection—0
Hybrid Disagreement-Diversity Active Learning for Bioacoustic Sound Event DetectionCode0
Exploring the Potential of SSL Models for Sound Event Detection—0
Temporal Attention Pooling for Frequency Dynamic Convolution in Sound Event DetectionCode0
Formula-Supervised Sound Event Detection: Pre-Training Without Real Data—0
Aggregation Strategies for Efficient Annotation of Bioacoustic Sound Events Using Active Learning—0
Robust detection of overlapping bioacoustic sound events—0
Synthetic data enables context-aware bioacoustic sound event detection—0
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event DetectionCode0
Towards Understanding of Frequency Dependence on Sound Event Detection—0
An Experimental Study on Joint Modeling for Sound Event Localization and Detection with Source Distance Estimation—0
Pseudo Strong Labels from Frame-Level Predictions for Weakly Supervised Sound Event Detection—0
The Sounds of Home: A Speech-Removed Residential Audio Dataset for Sound Event DetectionCode0
Unified Audio Event Detection—0
Energy Consumption Trends in Sound Event Detection Systems—0
MTDA-HSED: Mutual-Assistance Tuning and Dual-Branch Aggregating for Heterogeneous Sound Event DetectionCode0
From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for SED Systems—0
Impact of Noisy Labels on Sound Event Detection: Deletion Errors Are More Detrimental Than Insertion Errors—0
SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation—0
Mixstyle based Domain Generalization for Sound Event Detection with Heterogeneous Training Data—0
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection—0
FMSG-JLESS Submission for DCASE 2024 Task4 on Sound Event Detection with Heterogeneous Training Dataset and Potentially Missing Labels—0
Automated Bioacoustic Monitoring for South African Bird Species on Unlabeled Data—0
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
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
tinyCLAP: Distilling Constrastive Language-Audio Pretrained Models—0
Interactive Dual-Conformer with Scene-Inspired Mask for Soft Sound Event Detection—0
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive LearningCode0
SwG-former: A Sliding-Window Graph Convolutional Network for Simultaneous Spatial-Temporal Information Extraction in Sound Event Localization and Detection—0
Performance and energy balance: a comprehensive study of state-of-the-art sound event detection systemsCode0
Online Active Learning For Sound Event Detection—0
Evaluating Classification Systems Against Soft Labels with Fuzzy Precision and Recall—0
Regularized Contrastive Pre-training for Few-shot Bioacoustic Sound DetectionCode0
Semi-supervised Sound Event Detection with Local and Global Consistency Regularization—0
Leveraging Geometrical Acoustic Simulations of Spatial Room Impulse Responses for Improved Sound Event Detection and LocalizationCode0
Leveraging Language Model Capabilities for Sound Event Detection—0
DiffSED: Sound Event Detection with Denoising Diffusion—0
Auditory Neural Response Inspired Sound Event Detection Based on Spectro-temporal Receptive Field—0
Channel-Spatial-Based Few-Shot Bird 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