Learning Sound Event Classifiers from Web Audio with Noisy Labels

Learning Sound Event Classifiers from Web Audio with Noisy Labels

4 January 2019

Eduardo Fonseca

Xavier Serra

Papers citing "Learning Sound Event Classifiers from Web Audio with Noisy Labels"

16 / 16 papers shown

Title
Exploring Differences between Human Perception and Model Inference in Audio Event Recognition Yizhou Tan Yanru Wu Yuanbo Hou Xin Xu Hui Bu Shengchen Li Dick Botteldooren Mark D. Plumbley 35 0 0 10 Sep 2024
SemiReward: A General Reward Model for Semi-supervised Learning Siyuan Li Weiyang Jin Zedong Wang Fang Wu Zicheng Liu Cheng Tan Stan Z. Li 32 9 0 04 Oct 2023
Exploring Self-Supervised Contrastive Learning of Spatial Sound Event Representation Xilin Jiang Cong Han Yinghao Aaron Li N. Mesgarani SSL 29 1 0 27 Sep 2023
NoisywikiHow: A Benchmark for Learning with Real-world Noisy Labels in Natural Language Processing Tingting Wu Xiao Ding Minji Tang Haotian Zhang Bing Qin Ting Liu NoLa 26 9 0 18 May 2023
Robust Training for Speaker Verification against Noisy Labels Zhihua Fang Liang He Hanhan Ma Xiao-Min Guo Lin Li NoLa 22 3 0 22 Nov 2022
Self-supervised learning of audio representations using angular contrastive loss Shanshan Wang S. Tripathy A. Mesaros SSL 24 4 0 10 Nov 2022
Speaker Verification in Multi-Speaker Environments Using Temporal Feature Fusion Ahmad Aloradi Wolfgang Mack Mohamed Elminshawi Emanuel Habets 30 5 0 28 Jun 2022
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal P. Jyothi M. Singh 28 10 0 30 Sep 2021
ARCA23K: An audio dataset for investigating open-set label noise Turab Iqbal Yin Cao A. Bailey Mark D. Plumbley Wenwu Wang 18 4 0 19 Sep 2021
Fine-Grained Classroom Activity Detection from Audio with Neural Networks Eric Slyman Chris Daw Morgan Skrabut A. Usenko Brian Hutchinson HAI 19 5 0 29 Jul 2021
Project Achoo: A Practical Model and Application for COVID-19 Detection from Recordings of Breath, Voice, and Cough Alexander Ponomarchuk I. Burenko Elian Malkin Ivan Nazarov V. Kokh Manvel Avetisian L. Zhukov 34 40 0 12 Jul 2021
Unsupervised Contrastive Learning of Sound Event Representations Eduardo Fonseca Diego Ortego Kevin McGuinness Noel E. O'Connor Xavier Serra SSL 24 65 0 15 Nov 2020
SESQA: semi-supervised learning for speech quality assessment Joan Serra Jordi Pons Santiago Pascual 8 42 0 01 Oct 2020
A Sequential Self Teaching Approach for Improving Generalization in Sound Event Recognition Anurag Kumar V. Ithapu 17 35 0 30 Jun 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 25 23 0 02 May 2020
Supervised Classifiers for Audio Impairments with Noisy Labels Chandan K. A. Reddy Ross Cutler J. Gehrke NoLa 19 4 0 03 Jul 2019