Maximizing Audio Event Detection Model Performance on Small Datasets Through Knowledge Transfer, Data Augmentation, And Pretraining: An Ablation Study

7 February 2022

Papers citing "Maximizing Audio Event Detection Model Performance on Small Datasets Through Knowledge Transfer, Data Augmentation, And Pretraining: An Ablation Study"

13 / 13 papers shown

Title
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition Yu Zhang Daniel S. Park Wei Han James Qin Anmol Gulati ... Zhifeng Chen Quoc V. Le Chung-Cheng Chiu Ruoming Pang Yonghui Wu SSL 67 175 0 27 Sep 2021
AST: Audio Spectrogram Transformer Yuan Gong Yu-An Chung James R. Glass ViT 125 880 0 05 Apr 2021
Negative Data Augmentation Abhishek Sinha Kumar Ayush Jiaming Song Burak Uzkent Hongxia Jin Stefano Ermon 78 75 0 09 Feb 2021
Rethinking CNN Models for Audio Classification Kamalesh Palanisamy Dipika Singhania Angela Yao SSL 70 145 0 22 Jul 2020
A Sequential Self Teaching Approach for Improving Generalization in Sound Event Recognition Anurag Kumar V. Ithapu 59 35 0 30 Jun 2020
ESResNet: Environmental Sound Classification Based on Visual Domain Models A. Guzhov Federico Raue Jörn Hees Andreas Dengel VLM 109 94 0 15 Apr 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 192 1,082 0 21 Dec 2019
Sample Mixed-Based Data Augmentation for Domestic Audio Tagging Shengyun Wei Kele Xu Dezhi Wang Feifan Liao Huaimin Wang Qiuqiang Kong 317 38 0 12 Aug 2018
Mixup-Based Acoustic Scene Classification Using Multi-Channel Convolutional Neural Network Kele Xu Dawei Feng Haibo Mi Boqing Zhu Dezhi Wang Lilun Zhang Hengxing Cai S. Liu 36 93 0 18 May 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,797 0 25 Oct 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,575 0 07 Oct 2016
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 2,506 0 29 Sep 2016
Deep Convolutional Neural Networks and Data Augmentation for Acoustic Event Detection Naoya Takahashi Michael Gygli Beat Pfister Luc Van Gool 54 128 0 25 Apr 2016