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For: Shuvo SB, Ali SN, Swapnil SI, Hasan T, Bhuiyan MIH. A Lightweight CNN Model for Detecting Respiratory Diseases From Lung Auscultation Sounds Using EMD-CWT-Based Hybrid Scalogram. IEEE J Biomed Health Inform 2021;25:2595-2603. [PMID: 33373309 DOI: 10.1109/jbhi.2020.3048006] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Number Cited by Other Article(s)
1
Majzoobi F, Khodabakhshi MB, Jamasb S, Goudarzi S. ConvLSNet: A lightweight architecture based on ConvLSTM model for the classification of pulmonary conditions using multichannel lung sound recordings. Artif Intell Med 2024;154:102922. [PMID: 38924864 DOI: 10.1016/j.artmed.2024.102922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 06/19/2024] [Accepted: 06/21/2024] [Indexed: 06/28/2024]
2
Sim JH, Yoo J, Lee ML, Han SH, Han SK, Lee JY, Yi SW, Nam J, Kim DS, Yang YS. Deep Learning Model for Cosmetic Gel Classification Based on a Short-Time Fourier Transform and Spectrogram. ACS APPLIED MATERIALS & INTERFACES 2024;16:25825-25835. [PMID: 38738662 DOI: 10.1021/acsami.4c03675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2024]
3
Crisdayanti IAPA, Nam SW, Jung SK, Kim SE. Attention Feature Fusion Network via Knowledge Propagation for Automated Respiratory Sound Classification. IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY 2024;5:383-392. [PMID: 38899013 PMCID: PMC11186653 DOI: 10.1109/ojemb.2024.3402139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2024] [Revised: 04/24/2024] [Accepted: 05/13/2024] [Indexed: 06/21/2024]  Open
4
Lei D, Dong C, Guo H, Ma P, Liu H, Bao N, Kang H, Chen X, Wu Y. A fused multi-subfrequency bands and CBAM SSVEP-BCI classification method based on convolutional neural network. Sci Rep 2024;14:8616. [PMID: 38616204 PMCID: PMC11016546 DOI: 10.1038/s41598-024-59348-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 04/09/2024] [Indexed: 04/16/2024]  Open
5
Yook S, Kim D, Gupte C, Joo EY, Kim H. Deep learning of sleep apnea-hypopnea events for accurate classification of obstructive sleep apnea and determination of clinical severity. Sleep Med 2024;114:211-219. [PMID: 38232604 PMCID: PMC10872216 DOI: 10.1016/j.sleep.2024.01.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 12/28/2023] [Accepted: 01/10/2024] [Indexed: 01/19/2024]
6
Mang LD, González Martínez FD, Martinez Muñoz D, García Galán S, Cortina R. Classification of Adventitious Sounds Combining Cochleogram and Vision Transformers. SENSORS (BASEL, SWITZERLAND) 2024;24:682. [PMID: 38276373 PMCID: PMC10818433 DOI: 10.3390/s24020682] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 01/13/2024] [Accepted: 01/19/2024] [Indexed: 01/27/2024]
7
Sharma M, Nduba V, Njagi LN, Murithi W, Mwongera Z, Hawn TR, Patel SN, Horne DJ. TBscreen: A passive cough classifier for tuberculosis screening with a controlled dataset. SCIENCE ADVANCES 2024;10:eadi0282. [PMID: 38170773 PMCID: PMC10776005 DOI: 10.1126/sciadv.adi0282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 12/01/2023] [Indexed: 01/05/2024]
8
Razvadauskas H, Vaičiukynas E, Buškus K, Arlauskas L, Nowaczyk S, Sadauskas S, Naudžiūnas A. Exploring classical machine learning for identification of pathological lung auscultations. Comput Biol Med 2024;168:107784. [PMID: 38042100 DOI: 10.1016/j.compbiomed.2023.107784] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 11/17/2023] [Accepted: 11/28/2023] [Indexed: 12/04/2023]
9
Khan SU, Jan SU, Koo I. Robust Epileptic Seizure Detection Using Long Short-Term Memory and Feature Fusion of Compressed Time-Frequency EEG Images. SENSORS (BASEL, SWITZERLAND) 2023;23:9572. [PMID: 38067944 PMCID: PMC10708722 DOI: 10.3390/s23239572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 11/27/2023] [Accepted: 11/28/2023] [Indexed: 12/18/2023]
10
Im S, Kim T, Min C, Kang S, Roh Y, Kim C, Kim M, Kim SH, Shim K, Koh JS, Han S, Lee J, Kim D, Kang D, Seo S. Real-time counting of wheezing events from lung sounds using deep learning algorithms: Implications for disease prediction and early intervention. PLoS One 2023;18:e0294447. [PMID: 37983213 PMCID: PMC10659186 DOI: 10.1371/journal.pone.0294447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 10/23/2023] [Indexed: 11/22/2023]  Open
11
Garcia-Mendez JP, Lal A, Herasevich S, Tekin A, Pinevich Y, Lipatov K, Wang HY, Qamar S, Ayala IN, Khapov I, Gerberi DJ, Diedrich D, Pickering BW, Herasevich V. Machine Learning for Automated Classification of Abnormal Lung Sounds Obtained from Public Databases: A Systematic Review. Bioengineering (Basel) 2023;10:1155. [PMID: 37892885 PMCID: PMC10604310 DOI: 10.3390/bioengineering10101155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 09/15/2023] [Accepted: 09/26/2023] [Indexed: 10/29/2023]  Open
12
Pessoa D, Rocha BM, Strodthoff C, Gomes M, Rodrigues G, Petmezas G, Cheimariotis GA, Kilintzis V, Kaimakamis E, Maglaveras N, Marques A, Frerichs I, Carvalho PD, Paiva RP. BRACETS: Bimodal repository of auscultation coupled with electrical impedance thoracic signals. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2023;240:107720. [PMID: 37544061 DOI: 10.1016/j.cmpb.2023.107720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 06/27/2023] [Accepted: 07/10/2023] [Indexed: 08/08/2023]
13
Huang DM, Huang J, Qiao K, Zhong NS, Lu HZ, Wang WJ. Deep learning-based lung sound analysis for intelligent stethoscope. Mil Med Res 2023;10:44. [PMID: 37749643 PMCID: PMC10521503 DOI: 10.1186/s40779-023-00479-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 09/05/2023] [Indexed: 09/27/2023]  Open
14
Choi Y, Lee H. Interpretation of lung disease classification with light attention connected module. Biomed Signal Process Control 2023;84:104695. [PMID: 36879856 PMCID: PMC9978539 DOI: 10.1016/j.bspc.2023.104695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 12/21/2022] [Accepted: 02/11/2023] [Indexed: 03/06/2023]
15
Mang L, Canadas-Quesada F, Carabias-Orti J, Combarro E, Ranilla J. Cochleogram-based adventitious sounds classification using convolutional neural networks. Biomed Signal Process Control 2023. [DOI: 10.1016/j.bspc.2022.104555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
16
Farhan AMQ, Yang S. Automatic lung disease classification from the chest X-ray images using hybrid deep learning algorithm. MULTIMEDIA TOOLS AND APPLICATIONS 2023:1-27. [PMID: 37362647 PMCID: PMC10030349 DOI: 10.1007/s11042-023-15047-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 08/30/2022] [Accepted: 02/27/2023] [Indexed: 06/28/2023]
17
Zhang M, Li M, Guo L, Liu J. A Low-Cost AI-Empowered Stethoscope and a Lightweight Model for Detecting Cardiac and Respiratory Diseases from Lung and Heart Auscultation Sounds. SENSORS (BASEL, SWITZERLAND) 2023;23:2591. [PMID: 36904794 PMCID: PMC10007545 DOI: 10.3390/s23052591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/26/2022] [Revised: 02/11/2023] [Accepted: 02/17/2023] [Indexed: 06/18/2023]
18
Erfianto B, Rizal A, Hadiyoso S. Empirical Mode Decomposition and Hilbert Spectrum for Abnormality Detection in Normal and Abnormal Walking Transitions. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023;20:3879. [PMID: 36900889 PMCID: PMC10002180 DOI: 10.3390/ijerph20053879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 02/14/2023] [Accepted: 02/20/2023] [Indexed: 06/18/2023]
19
Song W, Han J. Patch-level contrastive embedding learning for respiratory sound classification. Biomed Signal Process Control 2023. [DOI: 10.1016/j.bspc.2022.104338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
20
Wang W, Wang S, Qin D, Fang Y, Zheng Y. Heart-lung sound separation by nonnegative matrix factorization and deep learning. Biomed Signal Process Control 2023. [DOI: 10.1016/j.bspc.2022.104180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
21
Sputum deposition classification for mechanically ventilated patients using LSTM method based on airflow signals. Heliyon 2022;8:e11929. [DOI: 10.1016/j.heliyon.2022.e11929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 06/15/2022] [Accepted: 11/11/2022] [Indexed: 12/03/2022]  Open
22
Alqudah AM, Qazan S, Obeidat YM. Deep learning models for detecting respiratory pathologies from raw lung auscultation sounds. Soft comput 2022;26:13405-13429. [PMID: 36186666 PMCID: PMC9510581 DOI: 10.1007/s00500-022-07499-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/09/2022] [Indexed: 11/23/2022]
23
A lightweight hybrid deep learning system for cardiac valvular disease classification. Sci Rep 2022;12:14297. [PMID: 35995814 PMCID: PMC9395359 DOI: 10.1038/s41598-022-18293-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2022] [Accepted: 08/09/2022] [Indexed: 12/21/2022]  Open
24
Neili Z, Sundaraj K. A comparative study of the spectrogram, scalogram, melspectrogram and gammatonegram time-frequency representations for the classification of lung sounds using the ICBHI database based on CNNs. BIOMED ENG-BIOMED TE 2022;67:367-390. [PMID: 35926850 DOI: 10.1515/bmt-2022-0180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 06/21/2022] [Indexed: 11/15/2022]
25
Kala A, McCollum ED, Elhilali M. Implications of clinical variability on computer-aided lung auscultation classification. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2022;2022:4421-4425. [PMID: 36086501 DOI: 10.1109/embc48229.2022.9871393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
26
Pham Thi Viet H, Nguyen Thi Ngoc H, Tran Anh V, Hoang Quang H. Classification of lung sounds using scalogram representation of sound segments and convolutional neural network. J Med Eng Technol 2022;46:270-279. [PMID: 35212591 DOI: 10.1080/03091902.2022.2040624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
27
Ahmed S, Sultana S, Khan AM, Islam MS, Habib GMM, McLane IM, McCollum ED, Baqui AH, Cunningham S, Nair H. Digital auscultation as a diagnostic aid to detect childhood pneumonia: A systematic review. J Glob Health 2022;12:04033. [PMID: 35493777 PMCID: PMC9024283 DOI: 10.7189/jogh.12.04033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]  Open
28
Nguyen T, Pernkopf F. Lung Sound Classification Using Co-tuning and Stochastic Normalization. IEEE Trans Biomed Eng 2022;69:2872-2882. [PMID: 35254969 DOI: 10.1109/tbme.2022.3156293] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
29
LW-FIRE: A Lightweight Wildfire Image Classification with a Deep Convolutional Neural Network. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12052646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
30
Tariq Z, Shah SK, Lee Y. Feature-Based Fusion Using CNN for Lung and Heart Sound Classification. SENSORS 2022;22:s22041521. [PMID: 35214424 PMCID: PMC8875944 DOI: 10.3390/s22041521] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 02/10/2022] [Accepted: 02/14/2022] [Indexed: 02/04/2023]
31
Alkhodari M, Khandoker AH. Detection of COVID-19 in smartphone-based breathing recordings: A pre-screening deep learning tool. PLoS One 2022;17:e0262448. [PMID: 35025945 PMCID: PMC8758005 DOI: 10.1371/journal.pone.0262448] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 12/24/2021] [Indexed: 12/14/2022]  Open
32
Fernando T, Sridharan S, Denman S, Ghaemmaghami H, Fookes C. Robust and Interpretable Temporal Convolution Network for Event Detection in Lung Sound Recordings. IEEE J Biomed Health Inform 2022;26:2898-2908. [DOI: 10.1109/jbhi.2022.3144314] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
33
Roslidar R, Syaryadhi M, Saddami K, Pradhan B, Arnia F, Syukri M, Munadi K. BreaCNet: A high-accuracy breast thermogram classifier based on mobile convolutional neural network. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2022;19:1304-1331. [PMID: 35135205 DOI: 10.3934/mbe.2022060] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
34
Zhu H, Lai J, Liu B, Wen Z, Xiong Y, Li H, Zhou Y, Fu Q, Yu G, Yan X, Yang X, Zhang J, Wang C, Zeng H. Automatic pulmonary auscultation grading diagnosis of Coronavirus Disease 2019 in China with artificial intelligence algorithms: A cohort study. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022;213:106500. [PMID: 34768234 PMCID: PMC8550891 DOI: 10.1016/j.cmpb.2021.106500] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 10/20/2021] [Indexed: 06/12/2023]
35
McLane I, Lauwers E, Stas T, Busch-Vishniac I, Ides K, Verhulst S, Steckel J. Comprehensive Analysis System for Automated Respiratory Cycle Segmentation and Crackle Peak Detection. IEEE J Biomed Health Inform 2021;26:1847-1860. [PMID: 34705660 DOI: 10.1109/jbhi.2021.3123353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
36
Lin JD, Lin HH, Dy J, Chen JC, Tanveer M, Razzak I, Hua KL. Lightweight Face Anti-Spoofing Network for Telehealth Applications. IEEE J Biomed Health Inform 2021;26:1987-1996. [PMID: 34432642 DOI: 10.1109/jbhi.2021.3107735] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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