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FSD50K: An Open Dataset of Human-Labeled Sound Events:

Fonseca, Eduardo ; Favory, Xavier ; Pons, Jordi..
IEEE/ACM Transactions on Audio, Speech, and Language Processing.  30 (2022)  - p. 829-852 , 2022
Link: https://doi.org/10.1109/taslp.2021.3133208