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 2130 of 65 papers

TitleStatusHype
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
Overview and Evaluation of Sound Event Localization and Detection in DCASE 2019Code1
A Dataset of Dynamic Reverberant Sound Scenes with Directional Interferers for Sound Event Localization and DetectionCode1
SALSA: Spatial Cue-Augmented Log-Spectrogram Features for Polyphonic Sound Event Localization and DetectionCode1
A hybrid parametric-deep learning approach for sound event localization and detectionCode0
Filler Word Detection and Classification: A Dataset and BenchmarkCode0
Real-Time Sound Event Localization and Detection: Deployment Challenges on Edge DevicesCode0
Reverberation-based Features for Sound Event Localization and Detection with Distance EstimationCode0
Spatial mixup: Directional loudness modification as data augmentation for sound event localization and detectionCode0
MVANet: Multi-Stage Video Attention Network for Sound Event Localization and Detection with Source Distance EstimationCode0
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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