@article{peto2012screening,
  title={Screening for diabetic retinopathy and diabetic macular edema in the United Kingdom},
  author={Peto, Tunde and Tadros, Christine},
  journal={Current Diabetes Reports},
  volume={12},
  pages={338--345},
  year={2012},
}
@article{stefanini2014anti,
  title={Anti-VEGF for the management of diabetic macular edema},
  author={Stefanini, Francisco Rosa and Badar{\'o}, Emmerson and Falabella, Paulo and Koss, Michael and Farah, Michel Eid and Maia, Maur{\'\i}cio},
  journal={Journal of Immunology Research},
  volume={2014},
  pages={632307},
  year={2014},
}
@article{Schmitt1999,
  author={Schmitt, J.M.},
  journal={IEEE Journal of Selected Topics in Quantum Electronics}, 
  title={Optical Coherence Tomography ({OCT}): A Review}, 
  year={1999},
  volume={5},
  pages={1205-1215}
}
@article{zhang2014survey,
  title={A survey on computer aided diagnosis for ocular diseases},
  author={Zhang, Zhuo and Srivastava, Ruchir and Liu, Huiying and Chen, Xiangyu and Duan, Lixin and Kee Wong, Damon Wing and Kwoh, Chee Keong and Wong, Tien Yin and Liu, Jiang},
  journal={BMC Medical Informatics and Decision Making},
  volume={14},
  pages={1-29},
  year={2014}
}
@article{chen2019factors,
  title={Factors influencing clinical outcomes in patients with diabetic macular edema treated with intravitreal ranibizumab: comparison between responder and non-responder cases},
  author={Chen, Yen-Po and Wu, Ai-Ling and Chuang, Chih-Chun and Chen, San-Ni},
  journal={Scientific Reports},
  volume={9},
  pages={10952},
  year={2019},
}
@article{wang2021survey,
  title={Survey on deep multi-modal data analytics: Collaboration, rivalry, and fusion},
  author={Wang, Yang},
  journal={ACM Transactions on Multimedia Computing, Communications, and Applications},
  volume={17},
  pages={1--25},
  year={2021},
}
@article{breiman2001random,
  title={Random forests},
  author={Breiman, Leo},
  journal={Machine Learning},
  volume={45},
  pages={5--32},
  year={2001},
  publisher={Springer}
}
@article{pearson1895correlation,
  title={Note on regression and inheritance in the case of two parents},
  author={Pearson, Karl},
  journal={Proceedings of the Royal Society of London},
  volume={58},
  pages={240--242},
  year={1895},
  publisher={The Royal Society}
}
@book{fisher1925statistical,
  title={Statistical methods for research workers},
  author={Fisher, Ronald A},
  year={1925},
  publisher={Genesis Publishing Pvt Ltd}
}

@article{shannon1948mathematical,
  title={A mathematical theory of communication},
  author={Shannon, Claude E},
  journal={Bell System Technical Journal},
  volume={27},
  pages={379--423},
  year={1948},
  publisher={Nokia Bell Labs}
}
@inproceedings{tan2019efficientnet,
  title={EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks},
  author={Tan, Mingxing and Le, Quoc V},
  booktitle={International Conference on Machine Learning},
  pages={6105--6114},
  year={2019},
  organization={PMLR}
}
@inproceedings{loshchilov2017decoupled,
  title={Decoupled Weight Decay Regularization},
  author={Loshchilov, Ilya and Hutter, Frank},
  booktitle={International Conference on Learning Representations},
  year={2019}
}
@inproceedings{loshchilov2016sgdr,
  title={SGDR: Stochastic Gradient Descent with Warm Restarts},
  author={Loshchilov, Ilya and Hutter, Frank},
  booktitle={International Conference on Learning Representations},
  year={2017}
}

@inproceedings{paszke2019pytorch,
  title={{P}y{T}orch: An Imperative Style, High-Performance Deep Learning Library},
  author={Paszke, Adam and Gross, Sam and Massa, Francisco and Lerer, Adam and Bradbury, James and Chanan, Gregory and Killeen, Trevor and Lin, Zeming and Gimelshein, Natalia and Antiga, Luca and others},
  booktitle={Advances in Neural Information Processing Systems},
  pages={8024--8035},
  year={2019}
}

@article{albumentations,
  title={Albumentations: Fast and Flexible Image Augmentations},
  author={Buslaev, Alexander and Iglovikov, Vladimir I. and Khvedchenya, Evgenii and Parinov, Alexander and Druzhinin, Mikhail and Kalinin, Alexey A.},
  journal={Information},
  volume={11},
  pages={125},
  year={2020}
}
@article{buslaev2020albumentations,
  title={Albumentations: fast and flexible image augmentations},
  author={Buslaev, Alexander and Iglovikov, Vladimir I and Khvedchenya, Eugene and Parinov, Alex and Druzhinin, Mikhail and Kalinin, Alexandr A},
  journal={Information},
  volume={11},
  pages={125},
  year={2020},
  publisher={Multidisciplinary Digital Publishing Institute}
}
@article{peduzzi1996simulation,
  title={A simulation study of the number of events per variable in logistic regression analysis},
  author={Peduzzi, Peter and Concato, John and Kemper, Elizabeth and Holford, Theodore R and Feinstein, Alvan R},
  journal={Journal of Clinical Epidemiology},
  volume={49},
  pages={1373--1379},
  year={1996}
}
@inproceedings{deng2009imagenet,
  title={Imagenet: A large-scale hierarchical image database},
  author={Deng, Jia and Dong, Wei and Socher, Richard and Li, Li-Jia and Li, Kai and Fei-Fei, Li},
  booktitle={IEEE Conference on Computer Vision and Pattern Recognition},
  pages={248--255},
  year={2009}
}
@article{kokhlikyan2020captum,
  title={Captum: A unified and generic model interpretability library for {P}y{T}orch},
  author={Kokhlikyan, Narine and Miglani, Vivek and Martin, Miguel and Wang, Edward and Alsallakh, Bilal and Reynolds, Jonathan and Melnikov, Alexander and Kliushkina, Natalia and Araya, Carlos and Yan, Siqi and others},
  journal={arXiv preprint arXiv:2009.07896},
  year={2020}
}
@article{pedregosa2011scikit,
  title={Scikit-learn: Machine learning in {P}ython},
  author={Fabian, Pedregosa},
  journal={Journal of Machine Learning Research 12},
  pages={2825},
  year={2011}
}
@article{antonetti2006diabetic,
  title={Diabetic retinopathy: seeing beyond glucose-induced microvascular disease},
  author={Antonetti, David A and Barber, Alistair J and Bronson, Sarah K and Freeman, Willard M and Gardner, Thomas W and Jefferson, Leonard S and Kester, Mark and Kimball, Scot R and Krady, J Kyle and LaNoue, Kathryn F and others},
  journal={Diabetes},
  volume={55},
  pages={2401--2411},
  year={2006}
}
@article{ting2019deep,
    author = {Ting, Daniel Shu Wei and Pasquale, Louis R. and Peng, Lily and Campbell, John P. and Lee, Aaron Y. and Raman, Rajiv and Tan, Gavin Siew Wei and Schmetterer, Leopold and Keane, Pearse A. and Wong, Tien Yin},
    title = {Deep Learning in Ophthalmology: The Technical and Clinical Considerations},
    journal = {Progress in Retinal and Eye Research},
    volume = {72},
    pages = {1--19},
    year = {2019}
}
@article{park2022deep,
  title={Deep learning model based on 3D optical coherence tomography images for the automated detection of pathologic myopia},
  author={Park, So-Jin and Ko, Taehoon and Park, Chan-Kee and Kim, Yong-Chan and Choi, In-Young},
  journal={Diagnostics},
  volume={12},
  pages={742},
  year={2022}
}
@article{davidson2007diabetic,
  title={How the diabetic eye loses vision},
  author={Davidson, Jaime A and Ciulla, Thomas A and McGill, Janet B and Kles, Keri A and Anderson, Pamela W},
  journal={Endocrine},
  volume={32},
  pages={107--116},
  year={2007}
}
@article{chan2020deep,
  title={Deep learning in medical image analysis},
  author={Chan, Heang-Ping and Samala, Ravi K and Hadjiiski, Lubomir M and Zhou, Chuan},
  journal={Deep Learning in Medical Image Analysis: Challenges and Applications},
  pages={3--21},
  year={2020}
}
@book{zhou2023deep,
  title={Deep learning for medical image analysis},
  author={Zhou, S Kevin and Greenspan, Hayit and Shen, Dinggang},
  year={2023},
  publisher={Academic Press}
}
@article{li2019deep,
  title={Deep learning-based automated detection of retinal diseases using optical coherence tomography images},
  author={Li, Feng and Chen, Hua and Liu, Zheng and Zhang, Xue-dian and Jiang, Min-shan and Wu, Zhi-zheng and Zhou, Kai-qian},
  journal={Biomedical Optics Express},
  volume={10},
  pages={6204--6226},
  year={2019}
}
@article{pekala2019deep,
  title={Deep learning based retinal {OCT} segmentation},
  author={Pekala, Mike and Joshi, Neil and Liu, TY Alvin and Bressler, Neil M and DeBuc, D Cabrera and Burlina, Philippe},
  journal={Computers in Biology and Medicine},
  volume={114},
  pages={103445},
  year={2019}
}
@article{yoo2021feasibility,
  title={Feasibility study to improve deep learning in {OCT} diagnosis of rare retinal diseases with few-shot classification},
  author={Yoo, Tae Keun and Choi, Joon Yul and Kim, Hong Kyu},
  journal={Medical \& Biological Engineering \& Computing},
  volume={59},
  pages={401--415},
  year={2021}
}
@article{williamson2024balancing,
  title={Balancing privacy and progress: a review of privacy challenges, systemic oversight, and patient perceptions in {AI}-driven healthcare},
  author={Williamson, Steven M and Prybutok, Victor},
  journal={Applied Sciences},
  volume={14},
  pages={675},
  year={2024}
}
@article{maartensson2020reliability,
  title={The reliability of a deep learning model in clinical out-of-distribution {MRI} data: a multicohort study},
  author={M{\aa}rtensson, Gustav and Ferreira, Daniel and Granberg, Tobias and Cavallin, Lena and Oppedal, Ketil and Padovani, Alessandro and Rektorova, Irena and Bonanni, Laura and Pardini, Matteo and Kramberger, Milica G and others},
  journal={Medical Image Analysis},
  volume={66},
  pages={101714},
  year={2020}
}
@article{whang2023data,
  title={Data collection and quality challenges in deep learning: A data-centric {AI} perspective},
  author={Whang, Steven Euijong and Roh, Yuji and Song, Hwanjun and Lee, Jae-Gil},
  journal={The International Journal on Very Large Data Bases},
  volume={32},
  pages={791--813},
  year={2023}
}
@article{zhou2019review,
  title={A review: Deep learning for medical image segmentation using multi-modality fusion},
  author={Zhou, Tongxue and Ruan, Su and Canu, St{\'e}phane},
  journal={Array},
  volume={3},
  pages={100004},
  year={2019}
}
@article{bressler2012factors,
  title={Factors associated with changes in visual acuity and central subfield thickness at 1 year after treatment for diabetic macular edema with ranibizumab},
  author={Bressler, Susan B and Qin, Haijing and Beck, Roy W and Chalam, Kakarla V and Kim, Judy E and Melia, Michele and Wells, John A and Diabetic Retinopathy Clinical Research Network and others},
  journal={Archives of Ophthalmology},
  volume={130},
  pages={1153--1161},
  year={2012},
}
@article{dugel2019association,
  title={Association between early anatomic response to anti--vascular endothelial growth factor therapy and long-term outcome in diabetic macular edema: an independent analysis of protocol i study data},
  author={Dugel, Pravin U and Campbell, Joanna H and Kiss, Szil{\'a}rd and Loewenstein, Anat and Shih, Vanessa and Xu, Xiaoshu and Holekamp, Nancy M and Augustin, Albert J and Ho, Allen C and Gonzalez, Victor H and others},
  journal={Retina},
  volume={39},
  pages={88--97},
  year={2019}
}
@article{strain2017considerations,
  title={Considerations for management of patients with diabetic macular edema: optimizing treatment outcomes and minimizing safety concerns through interdisciplinary collaboration},
  author={Strain, W David and Cos, Xavier and Pr{\"u}nte, Christian},
  journal={Diabetes Research and Clinical Practice},
  volume={126},
  pages={1--9},
  year={2017}
}
@inproceedings{valindria2018multi,
  title={Multi-modal learning from unpaired images: Application to multi-organ segmentation in CT and MRI},
  author={Valindria, Vanya V and Pawlowski, Nick and Rajchl, Martin and Lavdas, Ioannis and Aboagye, Eric O and Rockall, Andrea G and Rueckert, Daniel and Glocker, Ben},
  booktitle={IEEE Conference on Applications of Computer Vision},
  pages={547--556},
  year={2018},
}
@article{liu2022deep,
  title={Deep learning to detect OCT-derived diabetic macular edema from color retinal photographs: a multicenter validation study},
  author={Liu, Xinle and Ali, Tayyeba K and Singh, Preeti and Shah, Ami and McKinney, Scott Mayer and Ruamviboonsuk, Paisan and Turner, Angus W and Keane, Pearse A and Chotcomwongse, Peranut and Nganthavee, Variya and others},
  journal={Ophthalmology Retina},
  volume={6},
  pages={398--410},
  year={2022},
}
@article{sophie2015predictors,
  title={Predictors of functional and anatomic outcomes in patients with diabetic macular edema treated with ranibizumab},
  author={Sophie, Raafay and Lu, Na and Campochiaro, Peter A},
  journal={Ophthalmology},
  volume={122},
  pages={1395--1401},
  year={2015}
}
@article{rohm2018predicting,
  title={Predicting visual acuity by using machine learning in patients treated for neovascular age-related macular degeneration},
  author={Rohm, Markus and Tresp, Volker and M{\"u}ller, Michael and Kern, Christoph and Manakov, Ilja and Weiss, Maximilian and Sim, Dawn A and Priglinger, Siegfried and Keane, Pearse A and Kortuem, Karsten},
  journal={Ophthalmology},
  volume={125},
  pages={1028--1036},
  year={2018}
}
@article{liu2023prediction,
  title={Prediction of visual impairment in retinitis pigmentosa using deep learning and multimodal fundus images},
  author={Liu, Tin Yan Alvin and Ling, Carlthan and Hahn, Leo and Jones, Craig K and Boon, Camiel JF and Singh, Mandeep S},
  journal={British Journal of Ophthalmology},
  volume={107},
  pages={1484--1489},
  year={2023}
}
@article{wen2023deep,
  title={Deep learning-based postoperative visual acuity prediction in idiopathic epiretinal membrane},
  author={Wen, Dejia and Yu, Zihao and Yang, Zhengwei and Zheng, Chuanzhen and Ren, Xinjun and Shao, Yan and Li, Xiaorong},
  journal={BMC Ophthalmology},
  volume={23},
  pages={361},
  year={2023}
}
@article{wang2024attention,
  title={Attention-Enhanced Guided Multimodal and Semi-Supervised Networks for Visual Acuity {(VA)} Prediction after Anti-VEGF Therapy},
  author={Wang, Yizhen and Wang, Yaqi and Liu, Xianwen and Cui, Weiwei and Peng, Jin and Cheng, Yuxia and Jia, Gangyong},
  journal={Electronics},
  volume={13},
  pages={3701},
  year={2024}
}
@article{lin2024prediction,
  title={Prediction of multiclass surgical outcomes in glaucoma using multimodal deep learning based on free-text operative notes and structured EHR data},
  author={Lin, Wei-Chun and Chen, Aiyin and Song, Xubo and Weiskopf, Nicole G and Chiang, Michael F and Hribar, Michelle R},
  journal={Journal of the American Medical Informatics Association},
  volume={31},
  pages={456--464},
  year={2024}
}
@article{khan2021global,
  title={A global review of publicly available datasets for ophthalmological imaging: barriers to access, usability, and generalisability},
  author={Khan, Saad M and Liu, Xiaoxuan and Nath, Siddharth and Korot, Edward and Faes, Livia and Wagner, Siegfried K and Keane, Pearse A and Sebire, Neil J and Burton, Matthew J and Denniston, Alastair K},
  journal={The Lancet Digital Health},
  volume={3},
  pages={e51--e66},
  year={2021}
}
@article{yanagihara2020methodological,
  title={Methodological challenges of deep learning in optical coherence tomography for retinal diseases: a review},
  author={Yanagihara, Ryan T and Lee, Cecilia S and Ting, Daniel Shu Wei and Lee, Aaron Y},
  journal={Translational Vision Science \& Technology},
  volume={9},
  pages={11--11},
  year={2020}
}
@article{zur2018oct,
  title={{OCT} biomarkers as functional outcome predictors in diabetic macular edema treated with dexamethasone implant},
  author={Zur, Dinah and Iglicki, Matias and Busch, Catharina and Invernizzi, Alessandro and Mariussi, Miriana and Loewenstein, Anat and Cebeci, Zafer and Chhablani, Jay Kumar and Chaikitmongkol, Voraporn and Couturier, Aude and others},
  journal={Ophthalmology},
  volume={125},
  pages={267--275},
  year={2018}
}
@article{sun2014disorganization,
  title={Disorganization of the retinal inner layers as a predictor of visual acuity in eyes with center-involved diabetic macular edema},
  author={Sun, Jennifer K and Lin, Michael M and Lammer, Jan and Prager, Sonja and Sarangi, Rutuparna and Silva, Paolo S and Aiello, Lloyd Paul},
  journal={JAMA Ophthalmology},
  volume={132},
  pages={1309--1316},
  year={2014}
}
@article{beck2007visual,
  title={Visual acuity as an outcome measure in clinical trials of retinal diseases},
  author={Beck, Roy W and Maguire, Maureen G and Bressler, Neil M and Glassman, Adam R and Lindblad, Anne S and Ferris, Frederick L},
  journal={Ophthalmology},
  volume={114},
  pages={1804--1809},
  year={2007}
}
@article{dixon1974trimming,
  title={Trimming and winsorization: A review},
  author={Dixon, Wilfrid J and Yuen, Kareb K},
  journal={Statistische Hefte},
  volume={15},
  pages={157--170},
  year={1974}
}
@incollection{huber1992robust,
  title={Robust estimation of a location parameter},
  author={Huber, Peter J},
  booktitle={Breakthroughs in statistics: Methodology and Distribution},
  pages={492--518},
  year={1992},
  publisher={Springer}
}
@article{rae2016meeting,
  title={Meeting the {UK} driving vision standards with reduced contrast sensitivity},
  author={Rae, Sheila and Latham, Keziah and Katsou, Maria F},
  journal={Eye},
  volume={30},
  pages={89--94},
  year={2016},
}
@article{sakini2024diabetic,
  title={Diabetic macular edema ({DME}): dissecting pathogenesis, prognostication, diagnostic modalities along with current and futuristic therapeutic insights},
  author={Sakini, Ahmed Sermed Al and Hamid, Abdulrahman Khaldoon and Alkhuzaie, Zainab A and Al-Aish, Sandra Thair and Al-Zubaidi, Shahad and Tayem, Abduljaber A’Ed and Alobi, Mohammed Ayad and Sakini, Anne Sermed Al and Al-Aish, Rami Thair and Al-Shami, Khayry and others},
  journal={International Journal of Retina and Vitreous},
  volume={10},
  pages={83},
  year={2024}
}
@article{anderson2023biomedical,
  title={Biomedical {D}ata {A}nnotation: {A}n {OCT} {I}maging {C}ase {S}tudy},
  author={Anderson, Matthew and Sadiq, Salman and Nahaboo Solim, Muzammil and Barker, Hannah and Steel, David H and Habib, Maged and Obara, Boguslaw},
  journal={Journal of Ophthalmology},
  volume={2023},
  pages={5747010},
  year={2023}
}
@article{liu2021automatic,
  title={Automatic prediction of treatment outcomes in patients with diabetic macular edema using ensemble machine learning},
  author={Liu, Baoyi and Zhang, Bin and Hu, Yijun and Cao, Dan and Yang, Dawei and Wu, Qiaowei and Hu, Yu and Yang, Jingwen and Peng, Qingsheng and Huang, Manqing and others},
  journal={Annals of Translational Medicine},
  volume={9},
  pages={43},
  year={2021}
}