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 5160 of 65 papers

TitleStatusHype
Data Augmentation and Squeeze-and-Excitation Network on Multiple Dimension for Sound Event Localization and Detection in Real Scenes0
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural NetworksCode0
Dual Quaternion Ambisonics Array for Six-Degree-of-Freedom Acoustic RepresentationCode0
Filler Word Detection and Classification: A Dataset and BenchmarkCode0
Locate This, Not That: Class-Conditioned Sound Event DOA Estimation0
Echo-aware Adaptation of Sound Event Localization and Detection in Unknown EnvironmentsCode0
Wearable SELD dataset: Dataset for sound event localization and detection using wearable devices around headCode0
Spatial mixup: Directional loudness modification as data augmentation for sound event localization and detectionCode0
TASK3 DCASE2021 Challenge: Sound event localization and detection using squeeze-excitation residual CNNs0
Mobile Microphone Array Speech Detection and Localization in Diverse Everyday Environments0
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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