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Jason Kugelman
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2020 – today
- 2024
- [j4]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Michael J. Collins:
Enhancing OCT patch-based segmentation with improved GAN data augmentation and semi-supervised learning. Neural Comput. Appl. 36(29): 18087-18105 (2024) - 2023
- [j3]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Michael J. Collins:
Enhanced OCT chorio-retinal segmentation in low-data settings with semi-supervised GAN augmentation using cross-localisation. Comput. Vis. Image Underst. 237: 103852 (2023) - 2021
- [j2]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Fred K. Chen, Michael J. Collins:
Data augmentation for patch-based OCT chorio-retinal segmentation using generative adversarial networks. Neural Comput. Appl. 33(13): 7393-7408 (2021) - [c5]David Alonso-Caneiro, Jason Kugelman, Janelle Tong, Michael Kalloniatis, Fred K. Chen, Scott A. Read, Michael J. Collins:
Use of uncertainty quantification as a surrogate for layer segmentation error in Stargardt disease retinal OCT images. DICTA 2021: 1-8 - [c4]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Michael J. Collins:
OCT chorio-retinal segmentation with adversarial loss. DICTA 2021: 1-8 - 2020
- [j1]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Fred K. Chen, Michael J. Collins:
Effect of Altered OCT Image Quality on Deep Learning Boundary Segmentation. IEEE Access 8: 43537-43553 (2020) - [c3]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Fred K. Chen, Michael J. Collins:
Dual image and mask synthesis with GANs for semantic segmentation in optical coherence tomography. DICTA 2020: 1-8
2010 – 2019
- 2019
- [c2]Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Fred K. Chen, Michael J. Collins:
Constructing Synthetic Chorio-Retinal Patches using Generative Adversarial Networks. DICTA 2019: 1-8 - 2018
- [c1]David Alonso-Caneiro, Jason Kugelman, Jared Hamwood, Scott A. Read, Stephen J. Vincent, Fred K. Chen, Michael J. Collins:
Automatic Retinal and Choroidal Boundary Segmentation in OCT Images Using Patch-Based Supervised Machine Learning Methods. ACCV Workshops 2018: 215-228
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