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This report presents the dataset and baseline of Task 3 of the DCASE2021 Challenge on Sound Event Localization and Detection (SELD).
J.-M. Valin, F. Michaud, J. Rouat, and D. Létourneau, “Robust sound source localization using a microphone array on a mobile robot,” in
2003
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G. Valenzise, L. Gerosa, M. Tagliasacchi, F. Antonacci, and A. Sarti, “Scream and gunshot detection and localization for audio-surveillance systems,” in
2007
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O. Brdiczka, J. L. Crowley, and P. Reignier, “Learning situation models in a smart home,”
2008
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Y. G. Matsinos, A. D. Mazaris, K. D. Papadimitriou, A. Mniestris, G. Hatzigiannidis, D. Maioglou, and J. D. Pantis, “Spatio-temporal variability in human and natural sounds in a rural landscape,”
2008
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J. Cech, R. Mittal, A. Deleforge, J. Sanchez-Riera, X. Alameda-Pineda, and R. Horaud, “Active-speaker detection and localization with microphones and cameras embedded into a robotic head,” in
2013
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S. Tervo and A. Politis, “Direction of arrival estimation of reflections from room impulse responses using a spherical microphone array,”
2015
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V. Pulkki, A. Politis, M.-V. Laitinen, J. Vilkamo, and J. Ahonen, “First-order directional audio coding (dirac),”
2017
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A. Politis and H. Gamper, “Comparing modeled and measurement-based spherical harmonic encoding filters for spherical microphone arrays,” in
2017
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W. He, P. Motlicek, and J.-M. Odobez, “Joint localization and classification of multiple sound sources using a multi-task neural network,” in
2018
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H. M. Do, M. Pham, W. Sheng, D. Yang, and M. Liu, “Rish: A robot-integrated smart home for elderly care,”
2018
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W. He, P. Motlicek, and J.-M. Odobez, “Deep neural networks for multiple speaker detection and localization,” in
2018
Cited alongside, same era.
S. Adavanne, A. Politis, J. Nikunen, and T. Virtanen, “Sound event localization and detection of overlapping sources using convolutional recurrent neural networks,”
2018
Cited alongside, same era.
Y. Cao, Q. Kong, T. Iqbal, F. An, W. Wang, and M. Plumbley, “Polyphonic sound event detection and localization using a two-stage strategy,” in
2019
Cited alongside, same era.
S. Adavanne, A. Politis, and T. Virtanen, “A multi-room reverberant dataset for sound event localization and detection,” in
2019
Cited alongside, same era.
I. Trowitzsch, J. Taghia, Y. Kashef, and K. Obermayer, “The nigens general sound events database,”
2019
A. Politis, S. Adavanne, and T. Virtanen, “A dataset of reverberant spatial sound scenes with moving sources for sound event localization and detection,” in
2020
Later among the works it cites.
H. Phan, L. Pham, P. Koch, N. Q. K. Duong, I. McLoughlin, and A. Mertins, “On multitask loss function for audio event detection and localization,” in
2020
Later among the works it cites.
T. N. T. Nguyen, D. L. Jones, and W. S. Gan, “Ensemble of sequence matching networks for dynamic sound event localization, detection, and tracking,” in
2020
Later among the works it cites.
A. Pérez-López and R. Ibáñez-Usach, “Papafil: A low complexity sound event localization and detection method with parametric particle filtering and gradient boosting,” in
2020
Later among the works it cites.
Y. Cao, T. Iqbal, Q. Kong, Y. Zhong, W. Wang, and M. D. Plumbley, “Event-independent network for polyphonic sound event localization and detection,” in
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Cited alongside, same era.
A. Mesaros, S. Adavanne, A. Politis, T. Heittola, and T. Virtanen, “Joint measurement of localization and detection of sound events,” in
2019
Cited alongside, same era.
C. Evers, H. W. Löllmann, H. Mellmann, A. Schmidt, H. Barfuss, P. A. Naylor, and W. Kellermann, “The locata challenge: Acoustic source localization and tracking,”
2020
Cited alongside, same era.
T. N. T. Nguyen, D. L. Jones, and W.-S. Gan, “A sequence matching network for polyphonic sound event localization and detection,” in
2020
Cited alongside, same era.
A. Politis, A. Mesaros, S. Adavanne, T. Heittola, and T. Virtanen, “Overview and evaluation of sound event localization and detection in dcase 2019,”
2020
Cited alongside, same era.
2020
Later among the works it cites.
K. Shimada, Y. Koyama, N. Takahashi, S. Takahashi, and Y. Mitsufuji, “Accdoa: Activity-coupled cartesian direction of arrival representation for sound event localization and detection,” in
2021
Closest in time.
2021
Closest in time.
T. N. T. Nguyen, N. K. Nguyen, H. Phan, L. Pham, K. Ooi, D. L. Jones, and W.-S. Gan, “A general network architecture for sound event localization and detection using transfer learning and recurrent neural network,” in
2021
Closest in time.
Y. Cao, T. Iqbal, Q. Kong, F. An, W. Wang, and M. D. Plumbley, “An improved event-independent network for polyphonic sound event localization and detection,” in
2021
Closest in time.