Publications by authors named "Matthew Blaschko"

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ADNEX-AI: automated extraction of ultrasound predictors for interpretable ovarian cancer risk stratification.
Axel Geysels, Giulia Garofalo, Stefan Timmerman, Jolien Ceusters, Francesca Buonomo, Matthew Blaschko

NPJ Precis Oncol· December 2025

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Alzheimer's disease and its co-pathologies: Implications for hippocampal degeneration, cognitive decline, and the role of APOE ε4.
Klara Gawor, Sam Verrept, Geethika Arekatla, David Wouters, Alicja Ronisz, Matthew Blaschko

Alzheimers Dement· July 2025

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Surgeons versus computer vision: a comparative analysis on surgical phase recognition capabilities.
Marco Mezzina, Pieter De Backer, Tom Vercauteren, Matthew Blaschko, Alexandre Mottrie

Int J Comput Assist Radiol Surg· June 2025

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Amygdala-predominant α-synuclein pathology is associated with exacerbated hippocampal neuron loss in Alzheimer's disease.
Klara Gawor, Sandra O Tomé, Rik Vandenberghe, Philip Van Damme, Mathieu Vandenbulcke, Matthew Blaschko

Brain Commun· December 2024

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Understanding metric-related pitfalls in image analysis validation.
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Matthew Blaschko

ArXiv· February 2024

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Metrics reloaded: recommendations for image analysis validation.
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Matthew B Blaschko

Nat Methods· February 2024

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Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting From Multimodal Data.
Huy Hoang Nguyen, Matthew B Blaschko, Simo Saarakkala, Aleksei Tiulpin

IEEE Trans Med Imaging· January 2024

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Author Correction: Deep learning on fundus images detects glaucoma beyond the optic disc.
Ruben Hemelings, Bart Elen, João Barbosa-Breda, Matthew B Blaschko, Patrick De Boever

Sci Rep· December 2023

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A generalizable deep learning regression model for automated glaucoma screening from fundus images.
Ruben Hemelings, Bart Elen, Alexander K Schuster, Matthew B Blaschko, João Barbosa-Breda

NPJ Digit Med· June 2023

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Kinematics Design of a MacPherson Suspension Architecture Based on Bayesian Optimization.
Sinnu Susan Thomas, Jacopo Palandri, Mohsen Lakehal-Ayat, Punarjay Chakravarty, Friedrich Wolf-Monheim, Matthew B Blaschko

IEEE Trans Cybern· April 2023

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LATE-NC aggravates GVD-mediated necroptosis in Alzheimer's disease.
Marta J Koper, Sandra O Tomé, Klara Gawor, Annelies Belet, Evelien Van Schoor, Matthew B Blaschko

Acta Neuropathol Commun· September 2022

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Pointwise Visual Field Estimation From Optical Coherence Tomography in Glaucoma Using Deep Learning.
Ruben Hemelings, Bart Elen, João Barbosa-Breda, Erwin Bellon, Matthew B Blaschko

Transl Vis Sci Technol· August 2022

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Deep learning on fundus images detects glaucoma beyond the optic disc.
Ruben Hemelings, Bart Elen, João Barbosa-Breda, Matthew B Blaschko, Patrick De Boever

Sci Rep· October 2021

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Additive Tree-Structured Conditional Parameter Spaces in Bayesian Optimization: A Novel Covariance Function and a Fast Implementation.
Xingchen Ma, Matthew B Blaschko

IEEE Trans Pattern Anal Mach Intell· September 2021

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Pathological myopia classification with simultaneous lesion segmentation using deep learning.
Ruben Hemelings, Bart Elen, Matthew B Blaschko, Julie Jacob, Ingeborg Stalmans

Comput Methods Programs Biomed· February 2021

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Semixup: In- and Out-of-Manifold Regularization for Deep Semi-Supervised Knee Osteoarthritis Severity Grading From Plain Radiographs.
Huy Hoang Nguyen, Simo Saarakkala, Matthew B Blaschko, Aleksei Tiulpin

IEEE Trans Med Imaging· December 2020

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Optimization for Medical Image Segmentation: Theory and Practice When Evaluating With Dice Score or Jaccard Index.
Tom Eelbode, Jeroen Bertels, Maxim Berman, Dirk Vandermeulen, Frederik Maes, Matthew B Blaschko

IEEE Trans Med Imaging· November 2020

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The Lovász Hinge: A Novel Convex Surrogate for Submodular Losses.
Jiaqian Yu, Matthew B Blaschko

IEEE Trans Pattern Anal Mach Intell· March 2020

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Accurate prediction of glaucoma from colour fundus images with a convolutional neural network that relies on active and transfer learning.
Ruben Hemelings, Bart Elen, João Barbosa-Breda, Sophie Lemmens, Maarten Meire, Matthew B Blaschko

Acta Ophthalmol· February 2020

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Scattering Networks for Hybrid Representation Learning.
Edouard Oyallon, Sergey Zagoruyko, Gabriel Huang, Nikos Komodakis, Simon Lacoste-Julien, Matthew Blaschko

IEEE Trans Pattern Anal Mach Intell· September 2019

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Artery-vein segmentation in fundus images using a fully convolutional network.
Ruben Hemelings, Bart Elen, Ingeborg Stalmans, Karel Van Keer, Patrick De Boever, Matthew B Blaschko

Comput Med Imaging Graph· September 2019

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Intraoperative margin assessment of human breast tissue in optical coherence tomography images using deep neural networks.
Amal Rannen Triki, Matthew B Blaschko, Yoon Mo Jung, Seungri Song, Hyun Ju Han

Comput Med Imaging Graph· November 2018

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An ensemble deep learning based approach for red lesion detection in fundus images.
José Ignacio Orlando, Elena Prokofyeva, Mariana Del Fresno, Matthew B Blaschko

Comput Methods Programs Biomed· January 2018

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Proliferative diabetic retinopathy characterization based on fractal features: Evaluation on a publicly available dataset.
José Ignacio Orlando, Karel van Keer, João Barbosa Breda, Hugo Luis Manterola, Matthew B Blaschko

Med Phys· December 2017

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A Discriminatively Trained Fully Connected Conditional Random Field Model for Blood Vessel Segmentation in Fundus Images.
Jose Ignacio Orlando, Elena Prokofyeva, Matthew B Blaschko

IEEE Trans Biomed Eng· January 2017

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