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A first attempt at polyphonic sound event detection using connectionist temporal classification
2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017Sound event detection is the task of detecting the type, starting time, and ending time of sound events in audio streams. Recently, recurrent neural networks (RNNs) have become the mainstream solution for sound event detection. Because RNNs make a prediction at every frame, it is necessary to provide exact starting and ending times of the sound events ...
Yun Wang, Florian Metze
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Convolutional Neural Networks with Multi-task Loss for Polyphonic Sound Event Detection
Proceedings of the 2nd International Conference on Computer Science and Application Engineering, 2018The1 sound event detection methods which use convolution neural networks as classifiers have recently been demonstrated to improve the performance. Although the cross-entropy loss functions for classification used in general settings, it is controversial that loss functions shoul be tailored to specific tasks.
Huang Liu +3 more
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Robust Polyphonic Sound Event Detection by Using Multi Frame Size Denoising Autoencoder
2018 IEEE 20th International Workshop on Multimedia Signal Processing (MMSP), 2018Over the past few years, lots of research has been done on polyphonic sound event detection. A main problem with sound event detection is that the detection performance sharply degrades in the presence of noise. As denoising autoencoder reportedly has superior performance in noisy environments, this paper proposes to use denoising autoencoder, which is
Jianchao Zhou, Xiaoou Chen, Deshun Yang
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A Transpose-SELDNet for Polyphonic Sound Event Localization and Detection
2023 IEEE 8th International Conference for Convergence in Technology (I2CT), 2023Spoorthy V, Shashidhar G. Koolagudi
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The SPASS dataset: A new synthetic polyphonic dataset with spatiotemporal labels of sound sources
Applied Acoustics, 2023Rhoddy Viveros-Muñoz +2 more
exaly
IEEE/ACM Transactions on Audio Speech and Language Processing, 2022
Thi Ngoc Tho Nguyen +2 more
exaly
Thi Ngoc Tho Nguyen +2 more
exaly
Mean Teacher for Weakly Supervised Polyphonic Sound Event Detection: An Empirical Study
2022 7th International Conference on Image and Signal Processing and their Applications (ISPA), 2022Zhor Diffallah +2 more
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Comparative Assessment of Data Augmentation for Semi-Supervised Polyphonic Sound Event Detection
2020 27th Conference of Open Innovations Association (FRUCT), 2020Lionel Delphin-Poulat +3 more
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Early development of polyphonic sound encoding and the high voice superiority effect
Neuropsychologia, 2014Céline Marie, Laurel J Trainor
exaly

