Michael J. Collins

Orcid: 0000-0001-5226-5498

Affiliations:
  • Queensland University of Technology, School of Optometry and Vision Science


According to our database1, Michael J. Collins authored at least 30 papers between 1999 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2024
Enhancing OCT patch-based segmentation with improved GAN data augmentation and semi-supervised learning.
Neural Comput. Appl., October, 2024

2023
Enhanced OCT chorio-retinal segmentation in low-data settings with semi-supervised GAN augmentation using cross-localisation.
Comput. Vis. Image Underst., December, 2023

Patch-based CNN for corneal segmentation of AS-OCT images: Effect of the number of classes and image quality upon performance.
Comput. Biol. Medicine, 2023

2022
Design of a focused light field fundus camera for retinal imaging.
Signal Process. Image Commun., 2022

OCT Retinal and Choroidal Layer Instance Segmentation Using Mask R-CNN.
Sensors, 2022

Deep learning in retinal optical coherence tomography (OCT): A comprehensive survey.
Neurocomputing, 2022

2021
Data augmentation for patch-based OCT chorio-retinal segmentation using generative adversarial networks.
Neural Comput. Appl., 2021

OCT retinal image-to-image translation: Analysing the use of CycleGAN to improve retinal boundary semantic segmentation.
Proceedings of the 2021 Digital Image Computing: Techniques and Applications, 2021

OCT chorio-retinal segmentation with adversarial loss.
Proceedings of the 2021 Digital Image Computing: Techniques and Applications, 2021

Use of uncertainty quantification as a surrogate for layer segmentation error in Stargardt disease retinal OCT images.
Proceedings of the 2021 Digital Image Computing: Techniques and Applications, 2021

2020
Effect of Altered OCT Image Quality on Deep Learning Boundary Segmentation.
IEEE Access, 2020

Dual image and mask synthesis with GANs for semantic segmentation in optical coherence tomography.
Proceedings of the Digital Image Computing: Techniques and Applications, 2020

2019
Constructing Synthetic Chorio-Retinal Patches using Generative Adversarial Networks.
Proceedings of the 2019 Digital Image Computing: Techniques and Applications, 2019

2018
Automatic Retinal and Choroidal Boundary Segmentation in OCT Images Using Patch-Based Supervised Machine Learning Methods.
Proceedings of the Computer Vision - ACCV 2018 Workshops, 2018

2010
The Role of Cardiopulmonary Signals in the Dynamics of the Eye's Wavefront Aberrations.
IEEE Trans. Biomed. Eng., 2010

2009
A Technique to Measure Eyelid Pressure Using Piezoresistive Sensors.
IEEE Trans. Biomed. Eng., 2009

Modeling Corneal Surfaces With Rational Functions for High-Speed Videokeratoscopy Data Compression.
IEEE Trans. Biomed. Eng., 2009

Assessment of Tear Film Surface Quality Using Dynamic-Area High-Speed Videokeratoscopy.
IEEE Trans. Biomed. Eng., 2009

Enhancing the Standard Operating Range of a Placido Disk Videokeratoscope for Corneal Surface Estimation.
IEEE Trans. Biomed. Eng., 2009

2008
Estimating Corneal Surface Topography in Videokeratoscopy in the Presence of Strong Signal Interference.
IEEE Trans. Biomed. Eng., 2008

Computationally efficient interference detection in videokeratoscopy images.
Proceedings of the International Workshop on Multimedia Signal Processing, 2008

2005
Evaluating tear film stability in the human eye with high-speed videokeratoscopy.
IEEE Trans. Biomed. Eng., 2005

2004
A refined bootstrap method for estimating the Zernike polynomial model order for corneal surfaces.
IEEE Trans. Biomed. Eng., 2004

Analyzing the dynamic wavefront aberrations in the human eye.
IEEE Trans. Biomed. Eng., 2004

Automatic pupillometry from digital images.
IEEE Trans. Biomed. Eng., 2004

2002
Automatic estimation of the corneal limbus in videokeratoscopy.
IEEE Trans. Biomed. Eng., 2002

Modeling of corneal surfaces with radial polynomials.
IEEE Trans. Biomed. Eng., 2002

2001
Optimal modeling of corneal surfaces with Zernike polynomials.
IEEE Trans. Biomed. Eng., 2001

1999
Integrated DSP control and image acquisition system for measuring monochromatic aberrations in human eyes.
Proceedings of the ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications, 1999

Dynamic retinal image reconstruction of the human eye.
Proceedings of the ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications, 1999


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