A multi-room reverberant dataset for sound event localization and detection
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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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Citing papers per year: 2021: 4; 2022: 0; 2023: 3; 2024: 3; 2025: 5; 2026: 3.
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- 2021A Survey of Sound Source Localization with Deep Learning Methodscited by 45
- 2023STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Eventscited by 39
- 2023Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysiscited by 12
- 2024Diff-SAGe: End-to-End Spatial Audio Generation Using Diffusion Modelscited by 6
- 2025Multi-Domain Audio Question Answering Benchmark Toward Acoustic Content Reasoningcited by 5
- 2025Stereo Sound Event Localization and Detection with Onscreen/offscreen Classificationcited by 4
- 2021DCASE 2021 Task 3: Spectrotemporally-aligned Features for Polyphonic Sound Event Localization and Detectioncited by 3
- 2024Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapescited by 3
- 2024Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimationcited by 3
- 2026Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perceptioncited by 2
- 2026SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Modelscited by 2
- 2023Leveraging Visual Supervision for Array-based Active Speaker Detection and Localizationcited by 1
6 more
- 2025A Review on Sound Source Localization in Robotics: Focusing on Deep Learning Methodscited by 1
- 2021What Makes Sound Event Localization and Detection Difficult? Insights from Error Analysiscited by 0
- 2021TASK3 DCASE2021 Challenge: Sound event localization and detection using squeeze-excitation residual CNNscited by 0
- 2025GRAM: Spatial general-purpose audio representation models for real-world applicationscited by 0
- 2025Acoustic Imaging for UAV Detection: Dense Beamformed Energy Maps and U-Net SELDcited by 0
- 2026Supervising Sound Localization by In-the-wild Egomotioncited by 0
- 2026Supervising Sound Localization by In-the-wild Egomotion1 Oct 2026
- 2026SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Models16 Jan 2026
- 2026Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perception14 Jan 2026
- 2025Acoustic Imaging for UAV Detection: Dense Beamformed Energy Maps and U-Net SELD1 Aug 2025
- 2025Stereo Sound Event Localization and Detection with Onscreen/offscreen Classification16 Jul 2025
- 2025A Review on Sound Source Localization in Robotics: Focusing on Deep Learning Methods1 Jul 2025
- 2025GRAM: Spatial general-purpose audio representation models for real-world applications1 Jun 2025
- 2025Multi-Domain Audio Question Answering Benchmark Toward Acoustic Content Reasoning12 May 2025
- 2024Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimation29 Oct 2024
- 2024Diff-SAGe: End-to-End Spatial Audio Generation Using Diffusion Models15 Oct 2024
- 2024Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapes29 Jan 2024
- 2023Leveraging Visual Supervision for Array-based Active Speaker Detection and Localization21 Dec 2023
6 more
- 2023Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis2 Nov 2023
- 2023STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Events15 Jun 2023
- 2021A Survey of Sound Source Localization with Deep Learning Methods8 Sep 2021
- 2021TASK3 DCASE2021 Challenge: Sound event localization and detection using squeeze-excitation residual CNNs30 Jul 2021
- 2021What Makes Sound Event Localization and Detection Difficult? Insights from Error Analysis22 Jul 2021
- 2021DCASE 2021 Task 3: Spectrotemporally-aligned Features for Polyphonic Sound Event Localization and Detection29 Jun 2021
- 2021A Survey of Sound Source Localization with Deep Learning Methodscited by 45
- 2023STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Eventscited by 39
- 2023Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysiscited by 12
- 2025Stereo Sound Event Localization and Detection with Onscreen/offscreen Classificationcited by 4
- 2021DCASE 2021 Task 3: Spectrotemporally-aligned Features for Polyphonic Sound Event Localization and Detectioncited by 3
- 2024Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapescited by 3
- 2024Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimationcited by 3
- 2026SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Modelscited by 2
- 2023Leveraging Visual Supervision for Array-based Active Speaker Detection and Localizationcited by 1
- 2025A Review on Sound Source Localization in Robotics: Focusing on Deep Learning Methodscited by 1
- 2021What Makes Sound Event Localization and Detection Difficult? Insights from Error Analysiscited by 0
- 2021TASK3 DCASE2021 Challenge: Sound event localization and detection using squeeze-excitation residual CNNscited by 0
12 most cited of 15 All 15 (JSON)
- 2026Supervising Sound Localization by In-the-wild Egomotion1 Oct 2026
- 2026SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Models16 Jan 2026
- 2025Acoustic Imaging for UAV Detection: Dense Beamformed Energy Maps and U-Net SELD1 Aug 2025
- 2025Stereo Sound Event Localization and Detection with Onscreen/offscreen Classification16 Jul 2025
- 2025A Review on Sound Source Localization in Robotics: Focusing on Deep Learning Methods1 Jul 2025
- 2025GRAM: Spatial general-purpose audio representation models for real-world applications1 Jun 2025
- 2024Leveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimation29 Oct 2024
- 2024Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapes29 Jan 2024
- 2023Leveraging Visual Supervision for Array-based Active Speaker Detection and Localization21 Dec 2023
- 2023Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis2 Nov 2023
- 2023STARSS23: An Audio-Visual Dataset of Spatial Recordings of Real Scenes with Spatiotemporal Annotations of Sound Events15 Jun 2023
- 2021A Survey of Sound Source Localization with Deep Learning Methods8 Sep 2021
12 newest of 15 All 15 (JSON)