The medical segmentation decathlon M Antonelli, A Reinke, S Bakas, K Farahani, A Kopp-Schneider, ... Nature communications 13 (1), 4128, 2022 | 730 | 2022 |
Refuge challenge: A unified framework for evaluating automated methods for glaucoma assessment from fundus photographs JI Orlando, H Fu, JB Breda, K Van Keer, DR Bathula, A Diaz-Pinto, ... Medical image analysis 59, 101570, 2020 | 568 | 2020 |
Towards accurate segmentation of retinal vessels and the optic disc in fundoscopic images with generative adversarial networks J Son, SJ Park, KH Jung Journal of digital imaging 32 (3), 499-512, 2019 | 348 | 2019 |
Idrid: Diabetic retinopathy–segmentation and grading challenge P Porwal, S Pachade, M Kokare, G Deshmukh, J Son, W Bae, L Liu, ... Medical image analysis 59, 101561, 2020 | 249 | 2020 |
Development and validation of deep learning models for screening multiple abnormal findings in retinal fundus images J Son, JY Shin, HD Kim, KH Jung, KH Park, SJ Park Ophthalmology 127 (1), 85-94, 2020 | 199 | 2020 |
Deepdrid: Diabetic retinopathy—grading and image quality estimation challenge R Liu, X Wang, Q Wu, L Dai, X Fang, T Yan, J Son, S Tang, J Li, Z Gao, ... Patterns 3 (6), 2022 | 86 | 2022 |
Predicting high coronary artery calcium score from retinal fundus images with deep learning algorithms J Son, JY Shin, EJ Chun, KH Jung, KH Park, SJ Park Translational Vision Science & Technology 9 (2), 28-28, 2020 | 50 | 2020 |
Adam challenge: Detecting age-related macular degeneration from fundus images H Fang, F Li, H Fu, X Sun, X Cao, F Lin, J Son, S Kim, G Quellec, S Matta, ... IEEE transactions on medical imaging 41 (10), 2828-2847, 2022 | 45 | 2022 |
Laterality classification of fundus images using interpretable deep neural network Y Jang, J Son, KH Park, SJ Park, KH Jung Journal of digital imaging 31, 923-928, 2018 | 24 | 2018 |
Classification of findings with localized lesions in fundoscopic images using a regionally guided CNN J Son, W Bae, S Kim, SJ Park, KH Jung International Workshop on Ophthalmic Medical Image Analysis, 176-184, 2018 | 20 | 2018 |
Refuge2 challenge: Treasure for multi-domain learning in glaucoma assessment H Fang, F Li, H Fu, X Sun, X Cao, J Son, S Yu, M Zhang, C Yuan, C Bian arXiv preprint arXiv:2202.08994, 2022 | 17 | 2022 |
A novel fundus image reading tool for efficient generation of a multi-dimensional categorical image database for machine learning algorithm training SJ Park, JY Shin, S Kim, J Son, KH Jung, KH Park Journal of Korean medical science 33 (43), 2018 | 17 | 2018 |
An interpretable and interactive deep learning algorithm for a clinically applicable retinal fundus diagnosis system by modelling finding-disease relationship J Son, JY Shin, ST Kong, J Park, G Kwon, HD Kim, KH Park, KH Jung, ... Scientific Reports 13 (1), 5934, 2023 | 8 | 2023 |
REFUGE2 challenge: A treasure trove for multi-dimension analysis and evaluation in glaucoma screening H Fang, F Li, J Wu, H Fu, X Sun, J Son, S Yu, M Zhang, C Yuan, C Bian, ... arXiv preprint arXiv:2202.08994, 2022 | 6 | 2022 |
Method for supporting reading of fundus image of subject, and device using same SJ Park, JY Shin, JM Son, SK Kim, J Kyuhwan, HJ Kim US Patent 11,771,318, 2023 | 5 | 2023 |
Leveraging the generalization ability of deep convolutional neural networks for improving classifiers for color fundus photographs J Son, J Kim, ST Kong, KH Jung Applied Sciences 11 (2), 591, 2021 | 5 | 2021 |
An efficient and comprehensive labeling tool for large-scale annotation of fundus images J Son, S Kim, SJ Park, KH Jung Intravascular Imaging and Computer Assisted Stenting and Large-Scale …, 2018 | 5 | 2018 |
Bayesian optimization in high dimensional input space J Son, S Gupta, G Tan Proceedings of the 9th EAI International Conference on Simulation Tools and …, 2016 | 3 | 2016 |
Character decomposition to resolve class imbalance problem in Hangul OCR G Kim, J Son, K Lee, J Min arXiv preprint arXiv:2208.06079, 2022 | 2 | 2022 |
REFUGE challenge: a unified framework for evaluating automated methods for glaucoma assessment from fundus photographs A Diaz-Pinto, Y Xu, X Li, J Wu, X Zhang, S Lu, JB Breda, S Wang, R Fang, ... | 1 | 2020 |