Automatic segmentation of OCT retinal boundaries using recurrent neural networks and graph search J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, MJ Collins Biomedical optics express 9 (11), 5759-5777, 2018 | 105 | 2018 |
Automatic choroidal segmentation in OCT images using supervised deep learning methods J Kugelman, D Alonso-Caneiro, SA Read, J Hamwood, SJ Vincent, ... Scientific reports 9 (1), 13298, 2019 | 100 | 2019 |
Retinal boundary segmentation in stargardt disease optical coherence tomography images using automated deep learning J Kugelman, D Alonso-Caneiro, Y Chen, S Arunachalam, D Huang, ... Translational vision science & technology 9 (11), 12-12, 2020 | 26 | 2020 |
Effect of altered OCT image quality on deep learning boundary segmentation J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, FK Chen, ... Ieee Access 8, 43537-43553, 2020 | 23 | 2020 |
Deep feature loss to denoise OCT images using deep neural networks M Mehdizadeh, C MacNish, D Xiao, D Alonso-Caneiro, J Kugelman, ... Journal of Biomedical Optics 26 (4), 046003-046003, 2021 | 19 | 2021 |
A comparison of deep learning U-Net architectures for posterior segment OCT retinal layer segmentation J Kugelman, J Allman, SA Read, SJ Vincent, J Tong, M Kalloniatis, ... Scientific reports 12 (1), 14888, 2022 | 15 | 2022 |
Data augmentation for patch-based OCT chorio-retinal segmentation using generative adversarial networks J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, FK Chen, ... Neural Computing and Applications 33 (13), 7393-7408, 2021 | 14 | 2021 |
Automatic retinal and choroidal boundary segmentation in OCT images using patch-based supervised machine learning methods D Alonso-Caneiro, J Kugelman, J Hamwood, SA Read, SJ Vincent, ... Computer Vision–ACCV 2018 Workshops: 14th Asian Conference on Computer …, 2019 | 14 | 2019 |
Constructing synthetic chorio-retinal patches using generative adversarial networks J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, FK Chen, ... 2019 Digital Image Computing: Techniques and Applications (DICTA), 1-8, 2019 | 9 | 2019 |
Conjunctival ultraviolet autofluorescence area decreases with age and sunglasses use G Lingham, J Kugelman, J Charng, SSY Lee, S Yazar, CM McKnight, ... British Journal of Ophthalmology 107 (5), 614-620, 2023 | 7 | 2023 |
Deep learning: applications in retinal and optic nerve diseases J Charng, K Alam, G Swartz, J Kugelman, D Alonso-Caneiro, DA Mackey, ... Clinical and Experimental Optometry 106 (5), 466-475, 2023 | 3 | 2023 |
A review of generative adversarial network applications in optical coherence tomography image analysis J Kugelman, D Alonso-Caneiro, SA Read, MJ Collins Journal of Optometry 15, S1-S11, 2022 | 3 | 2022 |
Dual image and mask synthesis with GANs for semantic segmentation in optical coherence tomography J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, FK Chen, ... 2020 Digital Image Computing: Techniques and Applications (DICTA), 1-8, 2020 | 3 | 2020 |
Use of uncertainty quantification as a surrogate for layer segmentation error in Stargardt disease retinal OCT images D Alonso-Caneiro, J Kugelman, J Tong, M Kalloniatis, FK Chen, SA Read, ... 2021 Digital Image Computing: Techniques and Applications (DICTA), 1-8, 2021 | 2 | 2021 |
OCT chorio-retinal segmentation with adversarial loss J Kugelman, D Alonso–Caneiro, SA Read, SJ Vincent, MJ Collins 2021 Digital Image Computing: Techniques and Applications (DICTA), 01-08, 2021 | 2 | 2021 |
Enhanced OCT chorio-retinal segmentation in low-data settings with semi-supervised GAN augmentation using cross-localisation J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, MJ Collins Computer Vision and Image Understanding 237, 103852, 2023 | 1 | 2023 |
Semi-supervised learning with cross-localisation in shared GAN latent space for enhanced OCT data augmentation J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, MJ Collins 2022 International Conference on Digital Image Computing: Techniques and …, 2022 | 1 | 2022 |
Characterisation of the normal human ganglion cell–inner plexiform layer using widefield optical coherence tomography J Tong, D Alonso‐Caneiro, J Kugelman, J Phu, SK Khuu, M Kalloniatis Ophthalmic and Physiological Optics, 2023 | | 2023 |
Conjunctival ultraviolet autofluorescence area is predictive of pterygium onset in young adults DA Mackey, G Lingham, J Kugelman, J Charng, SSY Lee, S Yazar, ... Investigative Ophthalmology & Visual Science 62 (8), 708-708, 2021 | | 2021 |
Patch-based and fully semantic deep learning methods for automatic choroidal segmentation in OCT images D Alonso-Caneiro, J Kugelman, SA Read, J Hamwood, SJ Vincent, ... Investigative Ophthalmology & Visual Science 60 (9), 1507-1507, 2019 | | 2019 |