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PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation

2 February 2021

Papers citing "PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation"

36 / 36 papers shown

Title
Fourier Head: Helping Large Language Models Learn Complex Probability Distributions Nate Gillman Daksh Aggarwal Michael Freeman Saurabh Singh Chen Sun AI4TS 90 4 0 29 Oct 2024
Contrastive Learning of General-Purpose Audio Representations Aaqib Saeed David Grangier Neil Zeghidour VLM SSL 76 272 0 21 Oct 2020
FSD50K: An Open Dataset of Human-Labeled Sound Events Eduardo Fonseca Xavier Favory Jordi Pons F. Font Xavier Serra 105 467 0 01 Oct 2020
Rethinking CNN Models for Audio Classification Kamalesh Palanisamy Dipika Singhania Angela Yao SSL 72 145 0 22 Jul 2020
Addressing Missing Labels in Large-Scale Sound Event Recognition Using a Teacher-Student Framework With Loss Masking Eduardo Fonseca Shawn Hershey Manoj Plakal D. Ellis A. Jansen R. C. Moore Xavier Serra NoLa 90 23 0 02 May 2020
ESResNet: Environmental Sound Classification Based on Visual Domain Models A. Guzhov Federico Raue Jörn Hees Andreas Dengel VLM 114 94 0 15 Apr 2020
Towards Learning a Universal Non-Semantic Representation of Speech Joel Shor A. Jansen Ronnie Maor Oran Lang Omry Tuval Félix de Chaumont Quitry Marco Tagliasacchi Ira Shavitt Dotan Emanuel Yinnon A. Haviv SSL 130 159 0 25 Feb 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 199 1,084 0 21 Dec 2019
Urban Sound Tagging using Convolutional Neural Networks Sainath Adapa 61 38 0 27 Sep 2019
HODGEPODGE: Sound event detection based on ensemble of semi-supervised learning methods Ziqiang Shi Liu Liu Huibin Lin Rujie Liu Anyan Shi 41 20 0 17 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 167 18,193 0 28 May 2019
SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition Daniel S. Park William Chan Yu Zhang Chung-Cheng Chiu Barret Zoph E. D. Cubuk Quoc V. Le VLM 177 3,470 0 18 Apr 2019
An Unsupervised Autoregressive Model for Speech Representation Learning Yu-An Chung Wei-Ning Hsu Hao Tang James R. Glass SSL 89 409 0 05 Apr 2019
Weakly Labelled AudioSet Tagging with Attention Neural Networks Qiuqiang Kong Changsong Yu Turab Iqbal Yong-mei Xu Wenwu Wang Mark D. Plumbley NoLa 58 78 0 02 Mar 2019
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 132 1,087 0 21 Nov 2018
A Comparison of Five Multiple Instance Learning Pooling Functions for Sound Event Detection with Weak Labeling Yun Wang Juncheng Billy Li Florian Metze 64 184 0 22 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 128 3,018 0 31 Jul 2018
There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average Ben Athiwaratkun Marc Finzi Pavel Izmailov A. Wilson 264 244 0 14 Jun 2018
A Closer Look at Weak Label Learning for Audio Events Ankit Parag Shah Anurag Kumar Alexander G. Hauptmann Bhiksha Raj 75 65 0 24 Apr 2018
Averaging Weights Leads to Wider Optima and Better Generalization Pavel Izmailov Dmitrii Podoprikhin T. Garipov Dmitry Vetrov A. Wilson FedML MoMe 143 1,672 0 14 Mar 2018
Multi-level Attention Model for Weakly Supervised Audio Classification Changsong Yu Karim Barsim Qiuqiang Kong Binh Yang 56 83 0 06 Mar 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 209 19,335 0 13 Jan 2018
Between-class Learning for Image Classification Yuji Tokozume Yoshitaka Ushiku Tatsuya Harada SSL 71 205 0 28 Nov 2017
Learning from Between-class Examples for Deep Sound Recognition Yuji Tokozume Yoshitaka Ushiku Tatsuya Harada SSL 78 237 0 28 Nov 2017
Unsupervised Learning of Semantic Audio Representations A. Jansen Manoj Plakal R. Pandya D. Ellis Shawn Hershey Jiayang Liu R. C. Moore Rif A. Saurous SSL 88 132 0 06 Nov 2017
Knowledge Transfer from Weakly Labeled Audio using Convolutional Neural Network for Sound Events and Scenes Anurag Kumar Maksim Khadkevich C. Fügen 55 140 0 04 Nov 2017
Audio Set classification with attention model: A probabilistic perspective Qiuqiang Kong Yong-mei Xu Wenwu Wang Mark D. Plumbley BDL 59 104 0 02 Nov 2017
Reducing Model Complexity for DNN Based Large-Scale Audio Classification Yuzhong Wu Tan Lee 31 32 0 01 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 316 9,811 0 25 Oct 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 803 36,892 0 25 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 347 18,654 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 494 43,698 0 17 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,529 0 04 Sep 2014