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This paper introduces briefly the history and growth of the Detection and Classification of Acoustic Scenes and Events (DCASE) challenge, workshop, research area and research community.
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J. S. Downie, A. F. Ehmann, M. Bay, and M. C. Jones, The Music Information Retrieval Evaluation eXchange: Some Observations and Insights . Berlin, Heidelberg: Springer Berlin Heidelberg, 2010, pp. 93–115
2010
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D. Stowell, D. Giannoulis, E. Benetos, M. Lagrange, and M. D. Plumbley, “Detection and classification of acoustic scenes and events,” IEEE Trans. Multimedia , vol. 17, no. 10, pp. 1733–1746, Oct 2015
2015
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D. Barchiesi, D. Giannoulis, D. Stowell, and M. D. Plumbley, “Acoustic scene classification: Classifying environments from the sounds they produce,” IEEE Signal Process. Mag. , vol. 32, no. 3, pp. 16–34, 2015
2015
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A. Mesaros, T. Heittola, E. Benetos, P. Foster, M. Lagrange, T. Virtanen, and M. D. Plumbley, “Detection and classification of acoustic scenes and events: Outcome of the DCASE 2016 challenge,” IEEE/ACM Trans. Audio Speech Lang. Process. , vol. 26, no. 2, pp. 379–393, 2017
2017
Earlier work this paper cites.
K. Drossos, S. Adavanne, and T. Virtanen, “Automated audio captioning with recurrent neural networks,” in IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) , Oct. 2017
2017
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2018
Earlier work this paper cites.
A. Mesaros, T. Heittola, and T. Virtanen, “A multi-device dataset for urban acoustic scene classification,” in Proc. of the Detection and Classification of Acoustic Scenes and Events 2018 Workshop (DCASE2018) , November 2018, pp. 9–13
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,” IEEE Journal of Selected Topics in Signal Processing , vol. 13, no. 1, pp. 34–48, March 2018
2018
Cited alongside, same era.
E. Fonseca, M. Plakal, D. P. W. Ellis, F. Font, X. Favory, and X. Serra, “Learning sound event classifiers from web audio with noisy labels,” in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2019, pp. 21–25
2019
Cited alongside, same era.
N. Turpault, R. Serizel, A. Parag Shah, and J. Salamon, “Sound event detection in domestic environments with weakly labeled data and soundscape synthesis,” in Workshop on Detection and Classification of Acoustic Scenes and Events , October 2019
H. Xie, S. Lipping, and T. Virtanen, “Language-based audio retrieval task in DCASE 2022 challenge,” in Proc. of Detection and Classification of Acoustic Scenes and Events 2022 Workshop (DCASE2022) , 2022
2022
Later among the works it cites.
I. Martín-Morató, F. Paissan, A. Ancilotto, T. Heittola, A. Mesaros, E. Farella, A. Brutti, and T. Virtanen, “Low-complexity acoustic scene classification in DCASE 2022 challenge,” in Proc. of the 7th Detection and Classification of Acoustic Scenes and Events 2022 Workshop (DCASE2022) , November 2022
2022
Later among the works it cites.
I. Nolasco, B. Ghani, S. Singh, E. Vidaña-Vila, H. Whitehead, E. Grout, M. Emmerson, I. Kiskin, F. Jensen, J. Morford, A. Strandburg-Peshkin, L. Gill, H. Pamuła, V. Lostanlen, and D. Stowell, “Few-shot bioacoustic event detection at the DCASE 2023 challenge,” in Proc. of the 8th Detection and Classification of Acoustic Scenes and Events 2023 Workshop (DCASE2023) , September 2023, pp. 146–150
2023
Later among the works it cites.
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2019
Cited alongside, same era.
A. Mesaros, A. Diment, B. Elizalde, T. Heittola, E. Vincent, B. Raj, and T. Virtanen, “Sound event detection in the DCASE 2017 challenge,” IEEE/ACM Trans. Audio Speech Lang. Process. , 2019
2019
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,” IEEE/ACM Trans. Audio Speech Lang. Process. , vol. 29, pp. 684–698, 2020
2020
Cited alongside, same era.
T. Heittola, A. Mesaros, and T. Virtanen, “Acoustic scene classification in DCASE 2020 challenge: Generalization across devices and low complexity solutions,” in Proc. of the Detection and Classification of Acoustic Scenes and Events 2020 Workshop (DCASE2020) , November 2020, pp. 56–60
2020
Cited alongside, same era.
N. Turpault, S. Wisdom, H. Erdogan, J. R. Hershey, R. Serizel, E. Fonseca, P. Seetharaman, and J. Salamon, “Improving sound event detection in domestic environments using sound separation,” in Proceedings of the Detection and Classification of Acoustic Scenes and Events 2020 Workshop (DCASE2020) , November 2020, pp. 205–209
2020
Cited alongside, same era.
Y. Koizumi, Y. Kawaguchi, K. Imoto, T. Nakamura, Y. Nikaido, R. Tanabe, H. Purohit, K. Suefusa, T. Endo, M. Yasuda, and N. Harada, “Description and discussion on DCASE2020 challenge Task2: Unsupervised anomalous sound detection for machine condition monitoring,” in Proc. of the Detection and Classification of Acoustic Scenes and Events 2020 Workshop (DCASE2020) , November 2020, pp. 81–85
2020
Cited alongside, same era.
D. F. Rosenthal, H. G. Okuno, H. Okuno, and D. Rosenthal, Computational Auditory Scene Analysis: Proc. of the IJCAI-95 Workshop . CRC press, 2021
2021
Cited alongside, same era.
Y. Kawaguchi, K. Imoto, Y. Koizumi, N. Harada, D. Niizumi, K. Dohi, R. Tanabe, H. Purohit, and T. Endo, “Description and discussion on DCASE 2021 challenge task 2: Unsupervised anomalous detection for machine condition monitoring under domain shifted conditions,” in Proc. of the 6th Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021) , November 2021, pp. 186–190
2021
Cited alongside, same era.
X. Mei, X. Liu, M. D. Plumbley, and W. Wang, “Automated audio captioning: An overview of recent progress and new challenges,” EURASIP J. Audio Speech Music Process. , vol. 2022, no. 1, oct 2022
2022
Cited alongside, same era.
K. Choi, J. Im, L. M. Heller, B. McFee, K. Imoto, Y. Okamoto, M. Lagrange, and S. Takamichi, “Foley sound synthesis at the DCASE 2023 challenge,” in Proc. of the 8th Detection and Classification of Acoustic Scenes and Events 2023 Workshop (DCASE2023) , September 2023, pp. 16–20
2023
Later among the works it cites.
I. Martín-Morató and A. Mesaros, “Strong labeling of sound events using crowdsourced weak labels and annotator competence estimation,” IEEE/ACM Trans. Audio Speech Lang. Process. , vol. 31, pp. 902–914, 2023
2023
Later among the works it cites.
K. Shimada, A. Politis, P. Sudarsanam, D. A. Krause, K. Uchida, S. Adavanne, A. Hakala, Y. Koyama, N. Takahashi, S. Takahashi, T. Virtanen, and Y. Mitsufuji, “STARSS23: An audio-visual dataset of spatial recordings of real scenes with spatiotemporal annotations of sound events,” in Advances in Neural Information Processing Systems , A. Oh, T. Neumann, A. Globerson, K. Saenko, M. Hardt, and S. Levine, Eds., vol. 36. Curran Associates, Inc., 2023, pp. 72 931–72 957
2023
Later among the works it cites.
F. Schmid, P. Primus, T. Heittola, A. Mesaros, I. Martín-Morató, K. Koutini, and G. Widmer, “Data-efficient low-complexity acoustic scene classification in the DCASE 2024 challenge,” in Proc. of the 9th Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024) , 2024
2024
Closest in time.
F. Ronchini and R. Serizel, “Performance and energy balance: A comprehensive study of state-of-the-art sound event detection systems,” in ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . IEEE, 2024, pp. 1096–1100
2024
Closest in time.
S. Cornell, J. Ebbers, C. Douwes, I. Martín-Morató, M. Harju, A. Mesaros, and R. Serizel, “DCASE 2024 task 4: Sound event detection with heterogeneous data and missing labels,” in Proc. of the 9th Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024) , 2024
2024
Closest in time.
D. A. Krause, A. Politis, and A. Mesaros, “Sound event detection and localization with distance estimation,” in 32nd European Signal Processing Conference 2024 (EUSIPCO 2024) , 2024, pp. 286–290
2024
Closest in time.
2024
Closest in time.
T. Nishida, N. Harada, D. Niizumi, D. Albertini, R. Sannino, S. Pradolini, F. Augusti, K. Imoto, K. Dohi, H. Purohit, T. Endo, and Y. Kawaguchi, “Description and discussion on DCASE 2024 challenge task 2: First-shot unsupervised anomalous sound detection for machine condition monitoring,” In arXiv e-prints: 2406.07250 , 2024
2024
Closest in time.