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For: Nishio M, Noguchi S, Matsuo H, Murakami T. Automatic classification between COVID-19 pneumonia, non-COVID-19 pneumonia, and the healthy on chest X-ray image: combination of data augmentation methods. Sci Rep 2020;10:17532. [PMID: 33067538 PMCID: PMC7567783 DOI: 10.1038/s41598-020-74539-2] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Accepted: 10/01/2020] [Indexed: 02/07/2023]  Open
Number Cited by Other Article(s)
1
Schaffert D, Bibi I, Blauth M, Lull C, von Ahnen JA, Gross G, Schulze-Hagen T, Knitza J, Kuhn S, Benecke J, Schmieder A, Leipe J, Olsavszky V. Using Automated Machine Learning to Predict Necessary Upcoming Therapy Changes in Patients With Psoriasis Vulgaris and Psoriatic Arthritis and Uncover New Influences on Disease Progression: Retrospective Study. JMIR Form Res 2024;8:e55855. [PMID: 38738977 PMCID: PMC11240079 DOI: 10.2196/55855] [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: 12/30/2023] [Revised: 02/27/2024] [Accepted: 04/11/2024] [Indexed: 05/14/2024]  Open
2
El Houby EMF. COVID‑19 detection from chest X-ray images using transfer learning. Sci Rep 2024;14:11639. [PMID: 38773161 PMCID: PMC11109273 DOI: 10.1038/s41598-024-61693-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2024] [Accepted: 05/08/2024] [Indexed: 05/23/2024]  Open
3
Yoon T, Kang D. Enhancing pediatric pneumonia diagnosis through masked autoencoders. Sci Rep 2024;14:6150. [PMID: 38480869 PMCID: PMC10937919 DOI: 10.1038/s41598-024-56819-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2023] [Accepted: 03/11/2024] [Indexed: 03/17/2024]  Open
4
Ameri A, Ameri A, Salmanizadeh F, Bahaadinbeigy K. Clinical decision support systems (CDSS) in assistance to COVID-19 diagnosis: A scoping review on types and evaluation methods. Health Sci Rep 2024;7:e1919. [PMID: 38384976 PMCID: PMC10879639 DOI: 10.1002/hsr2.1919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 01/30/2024] [Accepted: 02/01/2024] [Indexed: 02/23/2024]  Open
5
Singh S, Kumar M, Kumar A, Verma BK, Abhishek K, Selvarajan S. Efficient pneumonia detection using Vision Transformers on chest X-rays. Sci Rep 2024;14:2487. [PMID: 38291130 PMCID: PMC10827725 DOI: 10.1038/s41598-024-52703-2] [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: 06/20/2023] [Accepted: 01/22/2024] [Indexed: 02/01/2024]  Open
6
Hussein AM, Sharifai AG, Alia OM, Abualigah L, Almotairi KH, Abujayyab SKM, Gandomi AH. Auto-detection of the coronavirus disease by using deep convolutional neural networks and X-ray photographs. Sci Rep 2024;14:534. [PMID: 38177156 PMCID: PMC10766625 DOI: 10.1038/s41598-023-47038-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 11/08/2023] [Indexed: 01/06/2024]  Open
7
Moitra M, Alafeef M, Narasimhan A, Kakaria V, Moitra P, Pan D. Diagnosis of COVID-19 with simultaneous accurate prediction of cardiac abnormalities from chest computed tomographic images. PLoS One 2023;18:e0290494. [PMID: 38096254 PMCID: PMC10721010 DOI: 10.1371/journal.pone.0290494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 08/09/2023] [Indexed: 12/17/2023]  Open
8
Wang F, Li X, Wen R, Luo H, Liu D, Qi S, Jing Y, Wang P, Deng G, Huang C, Du T, Wang L, Liang H, Wang J, Liu C. Pneumonia-Plus: a deep learning model for the classification of bacterial, fungal, and viral pneumonia based on CT tomography. Eur Radiol 2023;33:8869-8878. [PMID: 37389609 DOI: 10.1007/s00330-023-09833-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 03/17/2023] [Accepted: 03/30/2023] [Indexed: 07/01/2023]
9
Hardy-Werbin M, Maiques JM, Busto M, Cirera I, Aguirre A, Garcia-Gisbert N, Zuccarino F, Carbullanca S, Del Carpio LA, Ramal D, Gayete Á, Martínez-Roldan J, Marquez-Colome A, Bellosillo B, Gibert J. MultiCOVID: a multi modal deep learning approach for COVID-19 diagnosis. Sci Rep 2023;13:18761. [PMID: 37907750 PMCID: PMC10618492 DOI: 10.1038/s41598-023-46126-8] [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: 02/10/2023] [Accepted: 10/27/2023] [Indexed: 11/02/2023]  Open
10
Antony M, Kakileti ST, Shah R, Sahoo S, Bhattacharyya C, Manjunath G. Challenges of AI driven diagnosis of chest X-rays transmitted through smart phones: a case study in COVID-19. Sci Rep 2023;13:18102. [PMID: 37872204 PMCID: PMC10593822 DOI: 10.1038/s41598-023-44653-y] [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: 12/31/2022] [Accepted: 10/11/2023] [Indexed: 10/25/2023]  Open
11
Miyazaki A, Ikejima K, Nishio M, Yabuta M, Matsuo H, Onoue K, Matsunaga T, Nishioka E, Kono A, Yamada D, Oba K, Ishikura R, Murakami T. Computer-aided diagnosis of chest X-ray for COVID-19 diagnosis in external validation study by radiologists with and without deep learning system. Sci Rep 2023;13:17533. [PMID: 37845348 PMCID: PMC10579343 DOI: 10.1038/s41598-023-44818-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 10/12/2023] [Indexed: 10/18/2023]  Open
12
Ullah Z, Usman M, Gwak J. MTSS-AAE: Multi-task semi-supervised adversarial autoencoding for COVID-19 detection based on chest X-ray images. EXPERT SYSTEMS WITH APPLICATIONS 2023;216:119475. [PMID: 36619348 PMCID: PMC9810379 DOI: 10.1016/j.eswa.2022.119475] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 07/28/2022] [Accepted: 12/22/2022] [Indexed: 06/12/2023]
13
Khattab R, Abdelmaksoud IR, Abdelrazek S. Deep Convolutional Neural Networks for Detecting COVID-19 Using Medical Images: A Survey. NEW GENERATION COMPUTING 2023;41:343-400. [PMID: 37229176 PMCID: PMC10071474 DOI: 10.1007/s00354-023-00213-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 02/23/2023] [Indexed: 05/27/2023]
14
S SRV, Sivapuram AK, Ravi V, Senthil G, Gorthi RK. VISAL-A novel learning strategy to address class imbalance. Neural Netw 2023;161:178-184. [PMID: 36758464 DOI: 10.1016/j.neunet.2023.01.015] [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: 11/24/2021] [Revised: 11/22/2022] [Accepted: 01/16/2023] [Indexed: 01/22/2023]
15
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]
16
Nakashima M, Uchiyama Y, Minami H, Kasai S. Prediction of COVID-19 patients in danger of death using radiomic features of portable chest radiographs. J Med Radiat Sci 2023;70:13-20. [PMID: 36334033 PMCID: PMC9877603 DOI: 10.1002/jmrs.631] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 10/14/2022] [Indexed: 11/06/2022]  Open
17
Moussaid A, Zrira N, Benmiloud I, Farahat Z, Karmoun Y, Benzidia Y, Mouline S, El Abdi B, Bourkadi JE, Ngote N. On the Implementation of a Post-Pandemic Deep Learning Algorithm Based on a Hybrid CT-Scan/X-ray Images Classification Applied to Pneumonia Categories. Healthcare (Basel) 2023;11:healthcare11050662. [PMID: 36900667 PMCID: PMC10000749 DOI: 10.3390/healthcare11050662] [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: 12/31/2022] [Revised: 02/11/2023] [Accepted: 02/12/2023] [Indexed: 03/12/2023]  Open
18
Vinod DN, Prabaharan SRS. COVID-19-The Role of Artificial Intelligence, Machine Learning, and Deep Learning: A Newfangled. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING : STATE OF THE ART REVIEWS 2023;30:2667-2682. [PMID: 36685135 PMCID: PMC9843670 DOI: 10.1007/s11831-023-09882-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 01/05/2023] [Indexed: 05/29/2023]
19
Kaya Y, Gürsoy E. A MobileNet-based CNN model with a novel fine-tuning mechanism for COVID-19 infection detection. Soft comput 2023;27:5521-5535. [PMID: 36618761 PMCID: PMC9812349 DOI: 10.1007/s00500-022-07798-y] [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] [Accepted: 12/24/2022] [Indexed: 01/05/2023]
20
Garcea F, Serra A, Lamberti F, Morra L. Data augmentation for medical imaging: A systematic literature review. Comput Biol Med 2023;152:106391. [PMID: 36549032 DOI: 10.1016/j.compbiomed.2022.106391] [Citation(s) in RCA: 21] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 11/22/2022] [Accepted: 11/29/2022] [Indexed: 12/13/2022]
21
A few-shot approach for COVID-19 screening in standard and portable chest X-ray images. Sci Rep 2022;12:21511. [PMID: 36513713 PMCID: PMC9745688 DOI: 10.1038/s41598-022-25754-6] [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: 08/16/2022] [Accepted: 12/05/2022] [Indexed: 12/15/2022]  Open
22
Comprehensive Survey of Machine Learning Systems for COVID-19 Detection. J Imaging 2022;8:jimaging8100267. [PMID: 36286361 PMCID: PMC9604704 DOI: 10.3390/jimaging8100267] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 09/11/2022] [Accepted: 09/20/2022] [Indexed: 01/14/2023]  Open
23
Costa YMG, Silva SA, Teixeira LO, Pereira RM, Bertolini D, Britto AS, Oliveira LS, Cavalcanti GDC. COVID-19 Detection on Chest X-ray and CT Scan: A Review of the Top-100 Most Cited Papers. SENSORS (BASEL, SWITZERLAND) 2022;22:7303. [PMID: 36236402 PMCID: PMC9570662 DOI: 10.3390/s22197303] [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: 08/09/2022] [Revised: 09/13/2022] [Accepted: 09/19/2022] [Indexed: 06/16/2023]
24
Jangam E, Annavarapu CSR, Barreto AAD. A multi-class classification framework for disease screening and disease diagnosis of COVID-19 from chest X-ray images. MULTIMEDIA TOOLS AND APPLICATIONS 2022;82:14367-14401. [PMID: 36157353 PMCID: PMC9490695 DOI: 10.1007/s11042-022-13710-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 05/05/2022] [Accepted: 08/24/2022] [Indexed: 06/16/2023]
25
Multithreshold Segmentation and Machine Learning Based Approach to Differentiate COVID-19 from Viral Pneumonia. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022;2022:2728866. [PMID: 36039344 PMCID: PMC9420061 DOI: 10.1155/2022/2728866] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Revised: 06/13/2022] [Accepted: 07/05/2022] [Indexed: 11/17/2022]
26
Fang L, Wang X. COVID-RDNet: A novel coronavirus pneumonia classification model using the mixed dataset by CT and X-rays images. Biocybern Biomed Eng 2022;42:977-994. [PMID: 35945982 PMCID: PMC9353669 DOI: 10.1016/j.bbe.2022.07.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 07/10/2022] [Accepted: 07/31/2022] [Indexed: 12/23/2022]
27
Kaushik B, Koundal D, Goel N, Zaguia A, Belay A, Turabieh H. Computational Intelligence-Based Method for Automated Identification of COVID-19 and Pneumonia by Utilizing CXR Scans. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022;2022:7124199. [PMID: 35800691 PMCID: PMC9253872 DOI: 10.1155/2022/7124199] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 02/24/2022] [Accepted: 04/30/2022] [Indexed: 12/04/2022]
28
Rajaraman S, Guo P, Xue Z, Antani SK. A Deep Modality-Specific Ensemble for Improving Pneumonia Detection in Chest X-rays. Diagnostics (Basel) 2022;12:diagnostics12061442. [PMID: 35741252 PMCID: PMC9221627 DOI: 10.3390/diagnostics12061442] [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] [Received: 05/17/2022] [Revised: 06/05/2022] [Accepted: 06/08/2022] [Indexed: 12/02/2022]  Open
29
Rodrigues LF, Backes AR, Travençolo BAN, de Oliveira GMB. Optimizing a Deep Residual Neural Network with Genetic Algorithm for Acute Lymphoblastic Leukemia Classification. J Digit Imaging 2022;35:623-637. [PMID: 35199257 PMCID: PMC9156643 DOI: 10.1007/s10278-022-00600-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 01/21/2022] [Accepted: 01/28/2022] [Indexed: 12/15/2022]  Open
30
COVID-19 Chest X-ray Classification and Severity Assessment Using Convolutional and Transformer Neural Networks. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12104861] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
31
Kong L, Cheng J. Classification and Detection of COVID-19 X-Ray Images based on DenseNet and VGG16 Feature Fusion. Biomed Signal Process Control 2022;77:103772. [PMID: 35573817 PMCID: PMC9080057 DOI: 10.1016/j.bspc.2022.103772] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2022] [Revised: 04/22/2022] [Accepted: 04/27/2022] [Indexed: 12/12/2022]
32
Santosh KC, Ghosh S, GhoshRoy D. Deep Learning for Covid-19 Screening Using Chest X-Rays in 2020: A Systematic Review. INT J PATTERN RECOGN 2022. [DOI: 10.1142/s0218001422520103] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
33
Let AI Perform Better Next Time—A Systematic Review of Medical Imaging-Based Automated Diagnosis of COVID-19: 2020–2022. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12083895] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
34
Hu Z, Yang Z, Lafata KJ, Yin FF, Wang C. A radiomics-boosted deep-learning model for COVID-19 and Non-COVID-19 pneumonia classification using chest X-ray images. Med Phys 2022;49:3213-3222. [PMID: 35263458 PMCID: PMC9088469 DOI: 10.1002/mp.15582] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Revised: 02/08/2022] [Accepted: 02/12/2022] [Indexed: 01/08/2023]  Open
35
Radiological Analysis of COVID-19 Using Computational Intelligence: A Broad Gauge Study. JOURNAL OF HEALTHCARE ENGINEERING 2022;2022:5998042. [PMID: 35251572 PMCID: PMC8890832 DOI: 10.1155/2022/5998042] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 12/13/2021] [Accepted: 01/07/2022] [Indexed: 12/20/2022]
36
Malhotra A, Mittal S, Majumdar P, Chhabra S, Thakral K, Vatsa M, Singh R, Chaudhury S, Pudrod A, Agrawal A. Multi-task driven explainable diagnosis of COVID-19 using chest X-ray images. PATTERN RECOGNITION 2022;122:108243. [PMID: 34456368 PMCID: PMC8379001 DOI: 10.1016/j.patcog.2021.108243] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 07/06/2021] [Accepted: 08/08/2021] [Indexed: 05/07/2023]
37
Khan IU, Aslam N, Anwar T, Alsaif HS, Chrouf SMB, Alzahrani NA, Alamoudi FA, Kamaleldin MMA, Awary KB. Using a Deep Learning Model to Explore the Impact of Clinical Data on COVID-19 Diagnosis Using Chest X-ray. SENSORS 2022;22:s22020669. [PMID: 35062629 PMCID: PMC8779361 DOI: 10.3390/s22020669] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 01/11/2022] [Accepted: 01/12/2022] [Indexed: 12/18/2022]
38
Deep Ensemble Learning-Based Models for Diagnosis of COVID-19 from Chest CT Images. Healthcare (Basel) 2022;10:healthcare10010166. [PMID: 35052328 PMCID: PMC8776223 DOI: 10.3390/healthcare10010166] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 01/11/2022] [Accepted: 01/13/2022] [Indexed: 12/11/2022]  Open
39
Hossain MB, Iqbal SMHS, Islam MM, Akhtar MN, Sarker IH. Transfer learning with fine-tuned deep CNN ResNet50 model for classifying COVID-19 from chest X-ray images. INFORMATICS IN MEDICINE UNLOCKED 2022;30:100916. [PMID: 35342787 PMCID: PMC8933872 DOI: 10.1016/j.imu.2022.100916] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 03/07/2022] [Accepted: 03/09/2022] [Indexed: 12/13/2022]  Open
40
An optimized fuzzy ensemble of convolutional neural networks for detecting tuberculosis from Chest X-ray images. Appl Soft Comput 2022. [DOI: 10.1016/j.asoc.2021.108094] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
41
Ensemble Deep Learning for the Detection of COVID-19 in Unbalanced Chest X-ray Dataset. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app112210528] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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Zhao W, Jiang W, Qiu X. Fine-Tuning Convolutional Neural Networks for COVID-19 Detection from Chest X-ray Images. Diagnostics (Basel) 2021;11:1887. [PMID: 34679585 PMCID: PMC8535063 DOI: 10.3390/diagnostics11101887] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 09/30/2021] [Accepted: 10/10/2021] [Indexed: 12/24/2022]  Open
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A Histogram-Based Low-Complexity Approach for the Effective Detection of COVID-19 Disease from CT and X-ray Images. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11198867] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Javidi M, Abbaasi S, Naybandi Atashi S, Jampour M. COVID-19 early detection for imbalanced or low number of data using a regularized cost-sensitive CapsNet. Sci Rep 2021;11:18478. [PMID: 34531477 PMCID: PMC8446042 DOI: 10.1038/s41598-021-97901-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 09/01/2021] [Indexed: 12/24/2022]  Open
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Okolo GI, Katsigiannis S, Althobaiti T, Ramzan N. On the Use of Deep Learning for Imaging-Based COVID-19 Detection Using Chest X-rays. SENSORS (BASEL, SWITZERLAND) 2021;21:5702. [PMID: 34502591 PMCID: PMC8434119 DOI: 10.3390/s21175702] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 08/17/2021] [Accepted: 08/20/2021] [Indexed: 01/08/2023]
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Zhang Z, Chen B, Sun J, Luo Y. A bagging dynamic deep learning network for diagnosing COVID-19. Sci Rep 2021;11:16280. [PMID: 34381079 PMCID: PMC8358001 DOI: 10.1038/s41598-021-95537-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Accepted: 07/26/2021] [Indexed: 01/19/2023]  Open
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Sadre R, Sundaram B, Majumdar S, Ushizima D. Validating deep learning inference during chest X-ray classification for COVID-19 screening. Sci Rep 2021;11:16075. [PMID: 34373530 PMCID: PMC8352989 DOI: 10.1038/s41598-021-95561-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 07/26/2021] [Indexed: 12/24/2022]  Open
48
Momeny M, Neshat AA, Hussain MA, Kia S, Marhamati M, Jahanbakhshi A, Hamarneh G. Learning-to-augment strategy using noisy and denoised data: Improving generalizability of deep CNN for the detection of COVID-19 in X-ray images. Comput Biol Med 2021;136:104704. [PMID: 34352454 PMCID: PMC8760424 DOI: 10.1016/j.compbiomed.2021.104704] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 07/14/2021] [Accepted: 07/23/2021] [Indexed: 12/21/2022]
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Nishio M, Fujimoto K, Matsuo H, Muramatsu C, Sakamoto R, Fujita H. Lung Cancer Segmentation With Transfer Learning: Usefulness of a Pretrained Model Constructed From an Artificial Dataset Generated Using a Generative Adversarial Network. Front Artif Intell 2021;4:694815. [PMID: 34337394 PMCID: PMC8322116 DOI: 10.3389/frai.2021.694815] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 06/21/2021] [Indexed: 12/14/2022]  Open
50
Jangam E, Annavarapu CSR. A stacked ensemble for the detection of COVID-19 with high recall and accuracy. Comput Biol Med 2021;135:104608. [PMID: 34247135 PMCID: PMC8241584 DOI: 10.1016/j.compbiomed.2021.104608] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 06/04/2021] [Accepted: 06/22/2021] [Indexed: 12/24/2022]
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