activity
20172022
most citedTowards Label-Free 3D Segmentation of Optical Coherence Tomography Images of the Optic Nerve Head Using Deep Learning

4 citations · 13 across the 8 of their papers we have counts for

collaborators

12 papers

eess.IV20222 cited

Geometric Deep Learning to Identify the Critical 3D Structural Features of the Optic Nerve Head for Glaucoma Diagnosis

Fabian A. Braeu, Alexandre H. Thiéry, Tin A. Tun +4

Purpose: The optic nerve head (ONH) undergoes complex and deep 3D morphological changes during the development and progression of glaucoma. Optical coherence tomography (OCT) is th…

eess.IV20223 cited

Medical Application of Geometric Deep Learning for the Diagnosis of Glaucoma

Alexandre H. Thiery, Fabian Braeu, Tin A. Tun +2

Purpose: (1) To assess the performance of geometric deep learning (PointNet) in diagnosing glaucoma from a single optical coherence tomography (OCT) 3D scan of the optic nerve head…

cs.LG20224 cited

Explainable and Interpretable Diabetic Retinopathy Classification Based on Neural-Symbolic Learning

Se-In Jang, Michael J. A. Girard, Alexandre H. Thiery

In this paper, we propose an explainable and interpretable diabetic retinopathy (ExplainDR) classification model based on neural-symbolic learning. To gain explainability, a highle…

eess.IV2021

The Three-Dimensional Structural Configuration of the Central Retinal Vessel Trunk and Branches as a Glaucoma Biomarker

Satish K. Panda, Haris Cheong, Tin A. Tun +10

Purpose: To assess whether the three-dimensional (3D) structural configuration of the central retinal vessel trunk and its branches (CRVT&B) could be used as a diagnostic marker fo…

eess.IV2020

Describing the Structural Phenotype of the Glaucomatous Optic Nerve Head Using Artificial Intelligence

Satish K. Panda, Haris Cheong, Tin A. Tun +8

The optic nerve head (ONH) typically experiences complex neural- and connective-tissue structural changes with the development and progression of glaucoma, and monitoring these cha…

eess.IV2020

OCT-GAN: Single Step Shadow and Noise Removal from Optical Coherence Tomography Images of the Human Optic Nerve Head

Haris Cheong, Sripad Krishna Devalla, Thanadet Chuangsuwanich +8

Speckle noise and retinal shadows within OCT B-scans occlude important edges, fine textures and deep tissues, preventing accurate and robust diagnosis by algorithms and clinicians.…