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 3140 of 65 papers

TitleStatusHype
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
Learning Spatially-Aware Language and Audio Embeddings0
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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