mlsanityData to 7 Oct 2026

A multi-room reverberant dataset for sound event localization and detection

arXiv 1905.08546 ↗First posted 21 May 2019cs.SD eess.AScited by 18

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Abstract (arXiv)

This paper presents the sound event localization and detection (SELD) task setup for the DCASE 2019 challenge. The goal of the SELD task is to detect the temporal activities of a known set of sound event classes, and further localize them in space when active. As part of the challenge, a synthesized dataset with each sound event associated with a spatial coordinate represented using azimuth and elevation angles is provided. These sound events are spatialized using real-life impulse responses collected at multiple spatial coordinates in five different rooms with varying dimensions and material properties. A baseline SELD method employing a convolutional recurrent neural network is used to generate benchmark scores for this reverberant dataset. The benchmark scores are obtained using the recommended cross-validation setup.

Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 May 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 0; 2023: 3; 2024: 3; 2025: 5; 2026: 3.

18 papers.

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  1. 2021A Survey of Sound Source Localization with Deep Learning Methodscited by 45
  2. 2023STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Eventscited by 39
  3. 2023Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysiscited by 12
  4. 2024Diff-SAGe: End-to-End Spatial Audio Generation Using Diffusion Modelscited by 6
  5. 2025Multi-Domain Audio Question Answering Benchmark Toward Acoustic Content Reasoningcited by 5
  6. 2025Stereo Sound Event Localization and Detection with Onscreen/offscreen Classificationcited by 4
  7. 2021DCASE 2021 Task 3: Spectrotemporally-aligned Features for Polyphonic Sound Event Localization and Detectioncited by 3
  8. 2024Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapescited by 3
  9. 2024Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimationcited by 3
  10. 2026Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perceptioncited by 2
  11. 2026SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Modelscited by 2
  12. 2023Leveraging Visual Supervision for Array-based Active Speaker Detection and Localizationcited by 1
6 more
  1. 2025A Review on Sound Source Localization in Robotics: Focusing on Deep Learning Methodscited by 1
  2. 2021What Makes Sound Event Localization and Detection Difficult? Insights from Error Analysiscited by 0
  3. 2021TASK3 DCASE2021 Challenge: Sound event localization and detection using squeeze-excitation residual CNNscited by 0
  4. 2025GRAM: Spatial general-purpose audio representation models for real-world applicationscited by 0
  5. 2025Acoustic Imaging for UAV Detection: Dense Beamformed Energy Maps and U-Net SELDcited by 0
  6. 2026Supervising Sound Localization by In-the-wild Egomotioncited by 0