Detecting Boundary of Erythema Using Deep Learning |
Kwon, Gwanyoung
(Dept. of Medicine, Gachon University College of Medicine)
Kim, Jong Hoon (Dept. of Biomedical Eng., Gachon University College of Medicine) Kim, Young Jae (Dept. of Biomedical Eng., Gachon University College of Medicine) Lee, Sang Min (Dept. of Internal Medicine, Gachon University College of Medicine) Kim, Kwang Gi (Dept. of Biomedical Eng., Gachon University College of Medicine) |
1 | S.H. Sicherer and H.A. Sampson, "Food Allergy: Epidemiology, Pathogenesis, Diagnosis, and Treatment," Journal of Allergy and Clinical Immunology, Vol. 133, No. 2, pp. 291- 307, 2014. DOI |
2 | K. Wardell, H.K. Naver, G.E. Nilsson, and B.G. Wallin, "The Cutaneous Vascular Axon Reflex in Humans Characterized by Laser Doppler Perfusion Imaging," Journal of Physiology, Vol. 460, pp. 185-199, 1993. DOI |
3 | M. Nischik and C. Forster, "Analysis of Skin Erythema Using True-Color Images," IEEE Transactions on Medical Imaging, Vol. 16, No. 6, pp. 711-716, 1997. DOI |
4 | N. Sharma and L.M. Aggarwal, "Automated Medical Image Segmentation Techniques," Journal of Medical Physics, Vol. 35, No. 1, pp. 3-14, 2010. DOI |
5 | F. Amato, A. Lopez, E.M. Pena-Mendez, P. Vanhara, A. Hampl, and J. Havel, "Artificial Neural Networks in Medical Diagnosis," Journal of Applied Biomedicine, Vol. 11, No. 2, pp. 47-58, 2013. DOI |
6 | Y.M. Chae, S.G. Jung, M. Park, I. Kim, and H. Gang, "Automatizing Skin Allergy Test and Diagnosis Using Fuzzy and Neural Networks," The Institute of Electronics and Information Engineers, pp. 502-508, 1992. |
7 | G.E. Hinton and R.R. Salakhutdinov, "Reducing the Dimensionality of Data with Neural Networks," Science, Vol. 313, No. 5786, pp. 504-507, 2006. DOI |
8 | K. O'Shea and R. Nash, "An Introduction to Convolutional Neural Networks," Clinical Orthopaedics and Related Research, abs/ 1511.08458, 2015. |
9 | N. Tajbakhsh, J.Y. Shin, S.R. Gurudu, R.T. Hurst, C.B. Kendall, M.B. Gotway, and J. Liang, "Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?," IEEE Transactions on Medical Imaging, Vol. 35, No. 5, pp. 1299-1312, 2016. DOI |
10 | D.P. Kingma and L.J. Ba, "Adam: A Method for Stochastic Optimization," Proceeding of International Conference on Learning Representations, 2015. |
11 | D.M. Hawkins, "The Problem of Overfitting," Journal for Chemical Information and Computer science, Vol. 44, No. 1, pp. 1-12, 2004. DOI |
12 | F. Yu, V. Koltun, and T. Funkhouser, "Dilated Residual Networks," Proceeding of The IEEE Conference on Computer Vision and Pattern Recognition, pp. 472-480, 2017. |
13 | O. Ronneberger, P. Fischer, and T. Brox. "Unet: Convolutional Networks for Biomedical Image Segmentation," Medical Image Computing and Computer Assisted Interventions, pp. 234-241, 2015. |
14 | S.H. Lim, Y.J. Kim, and K.G. Kim, "Three- Dimensional Visualization of Medical Image using Image Segmentation Algorithm based on Deep Learning," Journal of Korea Multimedia Society, Vol. 23, No. 3, pp. 468-475, 2020. |
15 | Y.J. Kim, "Development of an Optimized Deep Learning Model for Medical Imaging," Journal of the Korean Society of Radiology, Vol. 81, No. 6, pp. 1274-1289, 2020. DOI |
16 | Korea Centers for Disease Control and Prevention, 2018 National Health Statistics, 2018. |
17 | H.J. Jin, "Anaphylaxis: Diagnosis, Management, and Current Barrier", Allergy Asthma & Respiratory Disease, Vol. 4, No. 2, pp. 79- 81, 2016. DOI |
18 | F. Frati, C. Incorvaia, C. Cavaliere, G. Di Cara, F. Marcucci, S. Esposito, et al. "The Skin Prick Test," Journal of Biological Regulators and Homeostatic Agents, Vol. 32, No. 1, pp. 19-24, 2018. |
19 | D.R. Ownby, "Computerized Measurement of Allergen-Induced Skin Reactions," Journal of Allergy and Clinical Immunology, Vol. 69, No. 6, pp. 536-538, 1982. DOI |
20 | M.-G. Lee, I. Kim, S.W. Kim, D. Woo, and M. Park, "A Study on the Image Processing Algorithms for the Skin Allergy Test: Reaction area Detection and Area Calculation," The Institute of Electronics and Information Engineers, Vol. 29, No. 5, pp. 364-375, 1992. |
21 | G.E. Hinton, N. Srivastava, A. Krizhevsky, I. Sutskever, and R.R. Salakhutdinov, "Improving Neural Networks by Preventing Co- Adaptation of Feature Detectors," arXiv Preprint, arXiv:1207.0580v1, 2017. |
22 | J. Long, "Fully Convolutional Networks for Semantic Segmentation," Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3431-3440, 2015. |
23 | S.S.M. Salehi, D. Erdogmus, and A. Gholipour, "Tversky Loss Function for Image Segmentation Using 3D Fully Convolutional Deep Networks," International Workshop on Machine Learning in Medical Imaging, pp. 379-387, 2017. |
24 | B. Juba and H.S. Le, "Precision-Recall versus Accuracy and the Role of Large Data Sets," Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 33, No. 1, pp. 4039- 4048, 2019. |