Light-Weight Localization and Scale-Independent Multi-gate UNET Segmentation of Left and Right Ventricles in MRI Images

Author:

Abdelrauof DinaORCID,Essam Mina,Elattar Mustafa

Publisher

Springer Science and Business Media LLC

Subject

Cardiology and Cardiovascular Medicine,Biomedical Engineering

Reference38 articles.

1. Abdelrauof, D., M. Essam, and M. Elattar. LVLNET: lightweight left ventricle localizer using encoder-decoder neural networ. In: 2019 Novel Intelligent and Leading Emerging Sciences Conference (NILES). IEEE, pp. 235–238, 2019.

2. Alattar, M. A., N. F. Osman, and A. S. Fahmy. Myocardial segmentation using constrained multi-seeded region growing, pp. 89–98. 2010. https://doi.org/10.1007/978-3-642-13775-4_10.

3. Allender, S., P. Scarborough, M. O’Flaherty, and S. Capewell, Patterns of coronary heart disease mortality over the 20th century in england and wales: Possible plateaus in the rate of decline. BMC Public Health 8(1):148, 2008. https://doi.org/10.1186/1471-2458-8-148.

4. Bernard, O., A. Lalande, C. Zotti, F. Cervenansky, X. Yang, P.-A. Heng, I. Cetin, K. Lekadir, O. Camara, M. A. Gonzalezballester, G. Sanroma, S. Napel, S. Petersen, G. Tziritas, E. Grinias, M. Khened, V. A. Kollerathu, G. Krishnamurthi, M.-M. Rohe, X. Pennec, M. Sermesant, F. Isensee, P. Jager, K. H. Maier-Hein, P. M. Full, I. Wolf, S. Engelhardt, C. F. Baumgartner, L. M. Koch, J. M. Wolterink, I. Isgum, Y. Jang, Y. Hong, J. Patravali, S. Jain, O. Humbert, and P.-M. Jodoin. Deep learning techniques for automatic MRI cardiac multi-structures segmentation and diagnosis: is the problem solved? IEEE Trans. Med. Imaging 37(11):2514–2525, 2018.

5. Calisto, M. B., and S. K. Lai-Yuen. Adaen-net: an ensemble of adaptive 2d–3d fully convolutional networks for medical image segmentation. Neural Netw. 126:6, 2020.

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