Michael J. Collins

Publication Activity (10 Years)

Years Active: 1999-2023
Publications (10 Years): 13

Top Topics

Vessel Detection

Optical Coherence Tomography

Top Venues

Comput. Biol. Medicine

Comput. Vis. Image Underst.

Publications

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 (2023)
Yoel F. Garcia-Marin, David Alonso-Caneiro, Damien Fisher, Stephen J. Vincent, Michael J. Collins
Patch-based CNN for corneal segmentation of AS-OCT images: Effect of the number of classes and image quality upon performance. Comput. Biol. Medicine 152 (2023)
Ignacio A. Viedma, David Alonso-Caneiro, Scott A. Read, Michael J. Collins
Deep learning in retinal optical coherence tomography (OCT): A comprehensive survey. Neurocomputing 507 (2022)
Thomas Coppin, Douglas W. Palmer, Krishan Rana, Donald G. Dansereau, Michael J. Collins, David A. Atchison, Jonathan Roberts, Ross Crawford, Anjali Tumkur Jaiprakash
Design of a focused light field fundus camera for retinal imaging. Signal Process. Image Commun. 109 (2022)
Ignacio A. Viedma, David Alonso-Caneiro, Scott A. Read, Michael J. Collins
OCT Retinal and Choroidal Layer Instance Segmentation Using Mask R-CNN. Sensors 22 (5) (2022)
Ignacio A. Viedma, David Alonso-Caneiro, Scott A. Read, Michael J. Collins
OCT retinal image-to-image translation: Analysing the use of CycleGAN to improve retinal boundary semantic segmentation. DICTA (2021)
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) (2021)
Jason Kugelman, David Alonso-Caneiro, Scott A. Read, Stephen J. Vincent, Michael J. Collins
OCT chorio-retinal segmentation with adversarial loss. DICTA (2021)
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)
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)
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 (2020)
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)
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)
Michael Muma, D. Robert Iskander, Michael J. Collins
The Role of Cardiopulmonary Signals in the Dynamics of the Eye's Wavefront Aberrations. IEEE Trans. Biomed. Eng. 57 (2) (2010)
Martin Schneider, D. Robert Iskander, Michael J. Collins
Modeling Corneal Surfaces With Rational Functions for High-Speed Videokeratoscopy Data Compression. IEEE Trans. Biomed. Eng. 56 (2) (2009)
Alyra J. Shaw, Brett A. Davis, Michael J. Collins, Leo G. Carney
A Technique to Measure Eyelid Pressure Using Piezoresistive Sensors. IEEE Trans. Biomed. Eng. 56 (10) (2009)
Weaam Alkhaldi, D. Robert Iskander, Abdelhak M. Zoubir, Michael J. Collins
Enhancing the Standard Operating Range of a Placido Disk Videokeratoscope for Corneal Surface Estimation. IEEE Trans. Biomed. Eng. 56 (3) (2009)
David Alonso-Caneiro, D. Robert Iskander, Michael J. Collins
Assessment of Tear Film Surface Quality Using Dynamic-Area High-Speed Videokeratoscopy. IEEE Trans. Biomed. Eng. 56 (5) (2009)
David Alonso-Caneiro, D. Robert Iskander, Michael J. Collins
Estimating Corneal Surface Topography in Videokeratoscopy in the Presence of Strong Signal Interference. IEEE Trans. Biomed. Eng. 55 (10) (2008)
David Alonso-Caneiro, D. Robert Iskander, Michael J. Collins
Computationally efficient interference detection in videokeratoscopy images. MMSP (2008)
D. Robert Iskander, Michael J. Collins, Brett A. Davis
Evaluating tear film stability in the human eye with high-speed videokeratoscopy. IEEE Trans. Biomed. Eng. 52 (11) (2005)
D. Robert Iskander, Mark R. Morelande, Michael J. Collins, Tobias Buehren
A refined bootstrap method for estimating the Zernike polynomial model order for corneal surfaces. IEEE Trans. Biomed. Eng. 51 (12) (2004)
D. Robert Iskander, Michael J. Collins, Mark R. Morelande, Mingxia Zhu
Analyzing the dynamic wavefront aberrations in the human eye. IEEE Trans. Biomed. Eng. 51 (11) (2004)
D. Robert Iskander, Michael J. Collins, Siegfried Mioschek, Martin Trunk
Automatic pupillometry from digital images. IEEE Trans. Biomed. Eng. 51 (9) (2004)
Mark R. Morelande, D. Robert Iskander, Michael J. Collins, Ross Franklin
Automatic estimation of the corneal limbus in videokeratoscopy. IEEE Trans. Biomed. Eng. 49 (12) (2002)
D. Robert Iskander, Mark R. Morelande, Michael J. Collins, Brett A. Davis
Modeling of corneal surfaces with radial polynomials. IEEE Trans. Biomed. Eng. 49 (4) (2002)
D. Robert Iskander, Michael J. Collins, Brett A. Davis
Optimal modeling of corneal surfaces with Zernike polynomials. IEEE Trans. Biomed. Eng. 48 (1) (2001)
Paul Sulisz, Michael J. Collins, Brett A. Davis, D. Robert Iskander
Integrated DSP control and image acquisition system for measuring monochromatic aberrations in human eyes. ISSPA (1999)
Christopher Chao, D. Robert Iskander, Michael J. Collins, Brett A. Davis, Mohammed Bennamoun
Dynamic retinal image reconstruction of the human eye. ISSPA (1999)