Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach
Saved in:
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2024-12-01
|
| Series: | Frontiers in Big Data |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/fdata.2024.1489020/full |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1846120265376858112 |
|---|---|
| author | Aravinda C. V Sudeepa K. B S. Pradeep P. Suraksha Meng Lin |
| author_facet | Aravinda C. V Sudeepa K. B S. Pradeep P. Suraksha Meng Lin |
| author_sort | Aravinda C. V |
| collection | DOAJ |
| format | Article |
| id | doaj-art-19dac8a0e7c94d1294dae19dbaa4bd2c |
| institution | Kabale University |
| issn | 2624-909X |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Big Data |
| spelling | doaj-art-19dac8a0e7c94d1294dae19dbaa4bd2c2024-12-16T12:22:06ZengFrontiers Media S.A.Frontiers in Big Data2624-909X2024-12-01710.3389/fdata.2024.14890201489020Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approachAravinda C. V0Sudeepa K. B1S. Pradeep2P. Suraksha3Meng Lin4Department of Computer Science and Engineering, NITTE Mahalinga Adyantaya Memorial Institute of Technology, NITTE Deemed to Be University, Karkala, Karnataka, IndiaDepartment of Computer Science and Engineering, NITTE Mahalinga Adyantaya Memorial Institute of Technology, NITTE Deemed to Be University, Karkala, Karnataka, IndiaDepartment of Computer Science and Engineering, Government Engineering College, Chamarajanagar, Karnataka, IndiaDepartment of Computer Science and Engineering, Vidhya Vardhaka College of Engineering, Mysore, Karnataka, IndiaDepartment of Electronic and Computer Engineering (The Graduate School of Science and Engineering), Ritsumeikan University, Kusatsu, Shiga, Japanhttps://www.frontiersin.org/articles/10.3389/fdata.2024.1489020/fulldeep learningCOVID-19 detectionchest X-ray analysisconvolutional neural networksgrad-CAM visualizationdata augmentation |
| spellingShingle | Aravinda C. V Sudeepa K. B S. Pradeep P. Suraksha Meng Lin Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach Frontiers in Big Data deep learning COVID-19 detection chest X-ray analysis convolutional neural networks grad-CAM visualization data augmentation |
| title | Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach |
| title_full | Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach |
| title_fullStr | Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach |
| title_full_unstemmed | Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach |
| title_short | Leveraging compact convolutional transformers for enhanced COVID-19 detection in chest X-rays: a grad-CAM visualization approach |
| title_sort | leveraging compact convolutional transformers for enhanced covid 19 detection in chest x rays a grad cam visualization approach |
| topic | deep learning COVID-19 detection chest X-ray analysis convolutional neural networks grad-CAM visualization data augmentation |
| url | https://www.frontiersin.org/articles/10.3389/fdata.2024.1489020/full |
| work_keys_str_mv | AT aravindacv leveragingcompactconvolutionaltransformersforenhancedcovid19detectioninchestxraysagradcamvisualizationapproach AT sudeepakb leveragingcompactconvolutionaltransformersforenhancedcovid19detectioninchestxraysagradcamvisualizationapproach AT spradeep leveragingcompactconvolutionaltransformersforenhancedcovid19detectioninchestxraysagradcamvisualizationapproach AT psuraksha leveragingcompactconvolutionaltransformersforenhancedcovid19detectioninchestxraysagradcamvisualizationapproach AT menglin leveragingcompactconvolutionaltransformersforenhancedcovid19detectioninchestxraysagradcamvisualizationapproach |