Towards Open Respiratory Acoustic Foundation Models: Pretraining and Benchmarking

23 June 2024

Yuwei Zhang

Yu Wu

Yang Liu

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Papers citing "Towards Open Respiratory Acoustic Foundation Models: Pretraining and Benchmarking"

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Title
HeAR -- Health Acoustic Representations Sebastien Baur Zaid Nabulsi Wei-Hung Weng Jake Garrison Louis Blankemeier ... Shwetak N. Patel S. Shetty Shruthi Prabhakara Monde Muyoyeta Diego Ardila LM&MA 49 14 0 04 Mar 2024
AIR-Bench: Benchmarking Large Audio-Language Models via Generative Comprehension Qian Yang Jin Xu Wenrui Liu Yunfei Chu Ziyue Jiang ... Yichong Leng Yuanjun Lv Zhou Zhao Chang Zhou Jingren Zhou LM&MA AuLLM ALM 87 84 0 12 Feb 2024
Large-scale Training of Foundation Models for Wearable Biosignals Salar Abbaspourazad Oussama Elachqar Andrew C. Miller S. Emrani Udhyakumar Nallasamy Ian Shapiro 57 37 0 08 Dec 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Yuxuan Liang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 118 415 0 03 Oct 2023
A Snoring Sound Dataset for Body Position Recognition: Collection, Annotation, and Analysis Li Xiao Xiuping Yang Xinhong Li Weiping Tu Xiong Chen Weiyan Yi Jie Lin Yuhong Yang Yanzhen Ren 56 2 0 25 Jul 2023
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection Debarpan Bhattacharya N. Sharma Debottam Dutta Srikanth Raj Chetupalli Pravin Mote ... C. Chandrakiran Sahiti Nori K. SuhailK Sadhana Gonuguntla M. Alagesan 62 37 0 22 May 2023
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models Zhiqiang Hu Lei Wang Yihuai Lan Wanyu Xu Ee-Peng Lim Lidong Bing Xing Xu Soujanya Poria Roy Ka-wei Lee ALM 114 271 0 04 Apr 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 121 94 0 02 Feb 2023
Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers H. Coppock G. Nicholson Ivan Kiskin Vasiliki Koutra Kieran Baker ... Björn W. Schuller D. Pigoli S. Gilmour Stephen J. Roberts Chris Holmes 66 26 0 15 Dec 2022
Masked Autoencoders that Listen Po-Yao (Bernie) Huang Hu Xu Juncheng Billy Li Alexei Baevski Michael Auli Wojciech Galuba Florian Metze Christoph Feichtenhofer 105 287 0 13 Jul 2022
MAE-AST: Masked Autoencoding Audio Spectrogram Transformer Alan Baade Puyuan Peng David Harwath 63 102 0 30 Mar 2022
HEAR: Holistic Evaluation of Audio Representations Joseph P. Turian Jordie Shier H. Khan Bhiksha Raj Björn W. Schuller ... P. Esling Pranay Manocha Shinji Watanabe Zeyu Jin Yonatan Bisk 95 108 0 06 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,827 0 11 Nov 2021
Sounds of COVID-19: exploring realistic performance of audio-based digital testing Jing Han Tong Xia Dimitris Spathis E. Bondareva Chloë Brown ... Andreas Grammenos Apinan Hasthanasombat Andres Floto Pietro Cicuta Cecilia Mascolo 63 97 0 29 Jun 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 502 10,526 0 17 Jun 2021
Towards the Objective Speech Assessment of Smoking Status based on Voice Features: A Review of the Literature Zhizhong Ma C. Bullen J. Chu Ruili Wang Yingchun Wang Satwinder Singh 72 17 0 15 Jun 2021
Exploring Self-Supervised Representation Ensembles for COVID-19 Cough Classification Hao Xue Flora D. Salim SSL 44 40 0 17 May 2021
AST: Audio Spectrogram Transformer Yuan Gong Yu-An Chung James R. Glass ViT 145 883 0 05 Apr 2021
Benchmarking of eight recurrent neural network variants for breath phase and adventitious sound detection on a self-developed open-access lung sound database-HF_Lung_V1 Fu-Shun Hsu Shang-Ran Huang Chien-Wen Huang Chao-Jung Huang Yuan-Ren Cheng ... Yi-Lin Wu Tzu-Ling Tzeng Ching-Ting Tseng Yi-Tsun Chen F. Lai 62 54 0 05 Feb 2021
Multimedia Respiratory Database (RespiratoryDatabase@TR): Auscultation Sounds and Chest X-rays Gokhan Altan Y. Kutlu Yusuf Garbi Adnan Özhan Pekmezci Serkan Nural LM&MA 21 42 0 21 Jan 2021
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
The COUGHVID crowdsourcing dataset: A corpus for the study of large-scale cough analysis algorithms Lara Orlandic T. Teijeiro David Atienza Alonso 60 261 0 24 Sep 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 299 5,849 0 20 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 153 1,632 0 15 Jun 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 390 18,897 0 13 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
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 167 18,193 0 28 May 2019
Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions Jonathan Shen Ruoming Pang Ron J. Weiss M. Schuster Navdeep Jaitly ... Yuxuan Wang RJ Skerry-Ryan Rif A. Saurous Yannis Agiomyrgiannakis Yonghui Wu 85 2,704 0 16 Dec 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 130 2,510 0 29 Sep 2016