SOTAVerified

Sound Event Localization and Detection

Given multichannel audio input, a sound event detection and localization (SELD) system outputs a temporal activation track for each of the target sound classes, along with one or more corresponding spatial trajectories when the track indicates activity. This results in a spatio-temporal characterization of the acoustic scene that can be used in a wide range of machine cognition tasks, such as inference on the type of environment, self-localization, navigation without visual input or with occluded targets, tracking of specific types of sound sources, smart-home applications, scene visualization systems, and audio surveillance, among others.

Papers

Showing 2650 of 65 papers

TitleStatusHype
MVANet: Multi-Stage Video Attention Network for Sound Event Localization and Detection with Source Distance EstimationCode0
Echo-aware Adaptation of Sound Event Localization and Detection in Unknown EnvironmentsCode0
Real-Time Sound Event Localization and Detection: Deployment Challenges on Edge DevicesCode0
Reverberation-based Features for Sound Event Localization and Detection with Distance EstimationCode0
A hybrid parametric-deep learning approach for sound event localization and detectionCode0
Spatial mixup: Directional loudness modification as data augmentation for sound event localization and detectionCode0
Filler Word Detection and Classification: A Dataset and BenchmarkCode0
Wearable SELD dataset: Dataset for sound event localization and detection using wearable devices around headCode0
Leveraging Geometrical Acoustic Simulations of Spatial Room Impulse Responses for Improved Sound Event Detection and LocalizationCode0
Dual Quaternion Ambisonics Array for Six-Degree-of-Freedom Acoustic RepresentationCode0
Locate This, Not That: Class-Conditioned Sound Event DOA Estimation0
An Experimental Study on Joint Modeling for Sound Event Localization and Detection with Source Distance Estimation0
A Sequence Matching Network for Polyphonic Sound Event Localization and Detection0
BAT: Learning to Reason about Spatial Sounds with Large Language Models0
Class-Incremental Learning for Sound Event Localization and Detection0
CoLoC: Conditioned Localizer and Classifier for Sound Event Localization and Detection0
CST-former: Multidimensional Attention-based Transformer for Sound Event Localization and Detection in Real Scenes0
CST-former: Transformer with Channel-Spectro-Temporal Attention for Sound Event Localization and Detection0
Data Augmentation and Squeeze-and-Excitation Network on Multiple Dimension for Sound Event Localization and Detection in Real Scenes0
Divided spectro-temporal attention for sound event localization and detection in real scenes for DCASE2023 challenge0
DOA-Aware Audio-Visual Self-Supervised Learning for Sound Event Localization and Detection0
Dynamic Kernel Convolution Network with Scene-dedicate Training for Sound Event Localization and Detection0
Ensemble of ACCDOA- and EINV2-based Systems with D3Nets and Impulse Response Simulation for Sound Event Localization and Detection0
Exploring Audio-Visual Information Fusion for Sound Event Localization and Detection In Low-Resource Realistic Scenarios0
Feature Aggregation in Joint Sound Classification and Localization Neural Networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AVC-FillerNetevent-based F1 score92.8Unverified
2VC-FillerNetevent-based F1 score71Unverified
#ModelMetricClaimedVerifiedStatus
1Baseline (MIC)Class-dependent localization error32.2Unverified
2Baseline (FOA)Class-dependent localization error29.3Unverified
#ModelMetricClaimedVerifiedStatus
1DualQSELD-TCN (parallel)SELD score0.32Unverified
#ModelMetricClaimedVerifiedStatus
1STL-SNNaccuracy98.4Unverified
#ModelMetricClaimedVerifiedStatus
1SALSA-FOAER≤20°0.38Unverified