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Jason Kugelman
Jason Kugelman
Machine Learning | AI | Data Science | PhD (QUT)
Verifisert e-postadresse på uqconnect.edu.au - Startside
Tittel
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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
1372019
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
1302018
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
602022
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
362020
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
352021
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
352020
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
272021
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
162019
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
142022
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
112019
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
102023
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
82023
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
52023
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
52020
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
42021
Enhancing OCT patch-based segmentation with improved GAN data augmentation and semi-supervised learning
J Kugelman, D Alonso-Caneiro, SA Read, SJ Vincent, MJ Collins
Neural Computing and Applications 36 (29), 18087-18105, 2024
32024
Employing texture loss to denoise OCT images using generative adversarial networks
M Mehdizadeh, S Saha, D Alonso-Caneiro, J Kugelman, C MacNish, ...
Biomedical optics express 15 (4), 2262-2280, 2024
22024
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 44 (2), 457-471, 2024
22024
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
22021
Exploring the relationship between 24‐2 visual field and widefield optical coherence tomography data across healthy, glaucoma suspect and glaucoma eyes
J Tong, J Phu, D Alonso‐Caneiro, J Kugelman, S Khuu, A Agar, ...
Ophthalmic and Physiological Optics 44 (7), 1484-1499, 2024
12024
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Artikler 1–20