Improving Polyphonic Sound Event Detection on Multichannel Recordings
with the Sørensen-Dice Coefficient Loss and Transfer Learning

v1v2 (latest)

Improving Polyphonic Sound Event Detection on Multichannel Recordings with the Sørensen-Dice Coefficient Loss and Transfer Learning

22 July 2021

Karn N. Watcharasupat

Thi Ngoc Tho Nguyen

Ngoc Khanh Nguyen

Douglas L. Jones

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Papers citing "Improving Polyphonic Sound Event Detection on Multichannel Recordings with the Sørensen-Dice Coefficient Loss and Transfer Learning"

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Title
A Dataset of Dynamic Reverberant Sound Scenes with Directional Interferers for Sound Event Localization and Detection Archontis Politis Sharath Adavanne D. Krause Antoine Deleforge Prerak Srivastava Tuomas Virtanen 67 68 0 13 Jun 2021
Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions Yohei Kawaguchi Keisuke Imoto Yuma Koizumi Noboru Harada Daisuke Niizumi Kota Dohi Ryo Tanabe Harsh Purohit Takashi Endo 56 96 0 08 Jun 2021
Impact of Sound Duration and Inactive Frames on Sound Event Detection Performance Keisuke Imoto Sakiko Mishima Yumi Arai Reishi Kondo 33 20 0 03 Feb 2021
Densely connected multidilated convolutional networks for dense prediction tasks Naoya Takahashi Yuki Mitsufuji 3DV 45 65 0 21 Nov 2020
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition Qiuqiang Kong Yin Cao Turab Iqbal Yuxuan Wang Wenwu Wang Mark D. Plumbley VLM SSL 189 1,076 0 21 Dec 2019
Dice Loss for Data-imbalanced NLP Tasks Xiaoya Li Xiaofei Sun Yuxian Meng Junjun Liang Leilei Gan Jiwei Li 87 581 0 07 Nov 2019
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,764 0 25 Oct 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 114 3,765 0 15 Aug 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 122 2,146 0 11 Jul 2017
Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection Emre Çakir Giambattista Parascandolo Toni Heittola H. Huttunen Tuomas Virtanen ObjD 45 546 0 21 Feb 2017
CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 123 2,500 0 29 Sep 2016