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 150 of 65 papers

TitleStatusHype
Perception Test: A Diagnostic Benchmark for Multimodal Video ModelsCode2
Spatial Scaper: A Library to Simulate and Augment Soundscapes for Sound Event Localization and Detection in Realistic RoomsCode2
DCASE 2021 Task 3: Spectrotemporally-aligned Features for Polyphonic Sound Event Localization and DetectionCode1
w2v-SELD: A Sound Event Localization and Detection Framework for Self-Supervised Spatial Audio Pre-TrainingCode1
Multi-ACCDOA: Localizing and Detecting Overlapping Sounds from the Same Class with Auxiliary Duplicating Permutation Invariant TrainingCode1
What Makes Sound Event Localization and Detection Difficult? Insights from Error AnalysisCode1
SALSA-Lite: A Fast and Effective Feature for Polyphonic Sound Event Localization and Detection with Microphone ArraysCode1
A Dataset of Reverberant Spatial Sound Scenes with Moving Sources for Sound Event Localization and DetectionCode1
AD-YOLO: You Look Only Once in Training Multiple Sound Event Localization and DetectionCode1
SALSA: Spatial Cue-Augmented Log-Spectrogram Features for Polyphonic Sound Event Localization and DetectionCode1
MFF-EINV2: Multi-scale Feature Fusion across Spectral-Spatial-Temporal Domains for Sound Event Localization and DetectionCode1
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional NetworksCode1
Selective-Memory Meta-Learning with Environment Representations for Sound Event Localization and DetectionCode1
Sound Event Localization and Detection for Real Spatial Sound Scenes: Event-Independent Network and Data Augmentation ChainsCode1
ACCDOA: Activity-Coupled Cartesian Direction of Arrival Representation for Sound Event Localization and DetectionCode1
A Dataset of Dynamic Reverberant Sound Scenes with Directional Interferers for Sound Event Localization and DetectionCode1
PSELDNets: Pre-trained Neural Networks on Large-scale Synthetic Datasets for Sound Event Localization and DetectionCode1
Overview and Evaluation of Sound Event Localization and Detection in DCASE 2019Code1
STARSS22: A dataset of spatial recordings of real scenes with spatiotemporal annotations of sound eventsCode1
STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound EventsCode1
L3DAS22 Challenge: Learning 3D Audio Sources in a Real Office EnvironmentCode1
Fusion of Audio and Visual Embeddings for Sound Event Localization and DetectionCode1
Learning Multi-Target TDOA Features for Sound Event Localization and DetectionCode1
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural NetworksCode0
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