Feasibility study to improve deep learning in OCT diagnosis of rare retinal diseases with few-shot classification.

Daniel S. Kermany, Michael Goldbaum, Wenjia Cai, Carolina C.S. Valentim, Huiying Liang, Sally L. Baxter, Alex McKeown, Ge Yang, Xiaokang Wu, Fangbing Yan, Justin Dong, Made K. Prasadha, Jacqueline Pei, Magdalene Y.L. Ting, Jie Zhu, Christina Li, Sierra Hewett, Jason Dong, Ian Ziyar, Alexander Shi, Runze Zhang, Lianghong Zheng, Rui Hou, William Shi, Xin Fu, Yaou Duan, Viet A.N. Huu, Cindy Wen, Edward D. Zhang, Charlotte L. Zhang, Oulan Li, Xiaobo Wang, Michael A. Singer, Xiaodong Sun, Jie Xu, Ali Tafreshi, M. Anthony Lewis, Huimin Xia, Kang Zhang, Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning Cell. ,vol. 172, pp. 1122- 1131.e9 ,(2018) , 10.1016/J.CELL.2018.02.010

Maayan Frid-Adar, Idit Diamant, Eyal Klang, Michal Amitai, Jacob Goldberger, Hayit Greenspan, GAN-based synthetic medical image augmentation for increased CNN performance in liver lesion classification Neurocomputing. ,vol. 321, pp. 321- 331 ,(2018) , 10.1016/J.NEUCOM.2018.09.013

Feifei Zhang, Tianzhu Zhang, Qirong Mao, Changsheng Xu, Joint Pose and Expression Modeling for Facial Expression Recognition computer vision and pattern recognition. pp. 3359- 3368 ,(2018) , 10.1109/CVPR.2018.00354

Jeffrey De Fauw, Joseph R Ledsam, Bernardino Romera-Paredes, Stanislav Nikolov, Nenad Tomasev, Sam Blackwell, Harry Askham, Xavier Glorot, Brendan O’Donoghue, Daniel Visentin, George van den Driessche, Balaji Lakshminarayanan, Clemens Meyer, Faith Mackinder, Simon Bouton, Kareem Ayoub, Reena Chopra, Dominic King, Alan Karthikesalingam, Cían O Hughes, Rosalind Raine, Julian Hughes, Dawn A Sim, Catherine Egan, Adnan Tufail, Hugh Montgomery, Demis Hassabis, Geraint Rees, Trevor Back, Peng T Khaw, Mustafa Suleyman, Julien Cornebise, Pearse A Keane, Olaf Ronneberger, None, Clinically applicable deep learning for diagnosis and referral in retinal disease Nature Medicine. ,vol. 24, pp. 1342- 1350 ,(2018) , 10.1038/S41591-018-0107-6

Tyler Hyungtaek Rim, Hee Suk Kim, Jiyong Kwak, Jihei Sara Lee, Dong Wook Kim, Sung Soo Kim, Association of Corticosteroid Use With Incidence of Central Serous Chorioretinopathy in South Korea. JAMA Ophthalmology. ,vol. 136, pp. 1164- 1169 ,(2018) , 10.1001/JAMAOPHTHALMOL.2018.3293

Jayme Garcia Arnal Barbedo, Impact of dataset size and variety on the effectiveness of deep learning and transfer learning for plant disease classification Computers and Electronics in Agriculture. ,vol. 153, pp. 46- 53 ,(2018) , 10.1016/J.COMPAG.2018.08.013

Changhee Han, Leonardo Rundo, Ryosuke Araki, Yujiro Furukawa, Giancarlo Mauri, Hideki Nakayama, Hideaki Hayashi, Infinite Brain MR Images: PGGAN-Based Data Augmentation for Tumor Detection Neural Approaches to Dynamics of Signal Exchanges. ,vol. 151, pp. 291- 303 ,(2020) , 10.1007/978-981-13-8950-4_27

Ruixiang Zhang, Tong Che, Zoubin Ghahramani, Yoshua Bengio, Yangqiu Song, None, MetaGAN: an adversarial approach to few-shot learning neural information processing systems. ,vol. 31, pp. 2371- 2380 ,(2018)

Tae Keun Yoo, Joon Yul Choi, Jeong Gi Seo, Bhoopalan Ramasubramanian, Sundaramoorthy Selvaperumal, Deok Won Kim, The possibility of the combination of OCT and fundus images for improving the diagnostic accuracy of deep learning for age-related macular degeneration: a preliminary experiment Medical & Biological Engineering & Computing. ,vol. 57, pp. 677- 687 ,(2019) , 10.1007/S11517-018-1915-Z

Toshihiko Nagasawa, Hitoshi Tabuchi, Hiroki Masumoto, Hiroki Enno, Masanori Niki, Hideharu Ohsugi, Yoshinori Mitamura, Accuracy of deep learning, a machine learning technology, using ultra-wide-field fundus ophthalmoscopy for detecting idiopathic macular holes. PeerJ. ,vol. 6, ,(2018) , 10.7717/PEERJ.5696