activity
20222025
most citedMedical Application of Geometric Deep Learning for the Diagnosis of Glaucoma

3 citations · 7 across the 9 of their papers we have counts for

collaborators

9 papers

cs.LG2025

AI to Identify Strain-sensitive Regions of the Optic Nerve Head Linked to Functional Loss in Glaucoma

Thanadet Chuangsuwanich, Monisha E. Nongpiur, Fabian A. Braeu +8

Objective: (1) To assess whether ONH biomechanics improves prediction of three progressive visual field loss patterns in glaucoma; (2) to use explainable AI to identify strain-sens…

eess.IV2025

3D Structural Phenotype of the Optic Nerve Head at the Intersection of Glaucoma and Myopia -- A Key to Improving Glaucoma Diagnosis in Myopic Populations

Swati Sharma, Fabian A. Braeu, Thanadet Chuangsuwanich +9

Purpose: To characterize the 3D structural phenotypes of the optic nerve head (ONH) in patients with glaucoma, high myopia, and concurrent high myopia and glaucoma, and to evaluate…

eess.IV2024

Introducing the Biomechanics-Function Relationship in Glaucoma: Improved Visual Field Loss Predictions from intraocular pressure-induced Neural Tissue Strains

Thanadet Chuangsuwanich, Monisha E. Nongpiur, Fabian A. Braeu +8

Objective. (1) To assess whether neural tissue structure and biomechanics could predict functional loss in glaucoma; (2) To evaluate the importance of biomechanics in making such p…

cs.CE2024★ 1 cited

3D Growth and Remodeling Theory Supports the Hypothesis of Staphyloma Formation from Local Scleral Weakening under Normal Intraocular Pressure

Fabian A. Braeu, Stéphane Avril, Michaël J. A. Girard

: To assess whether Growth & Remodeling (G&R) theory could explain staphyloma formation from a local scleral weakening. : A finite element model of a he…

cs.LG2023★ 1 cited

The 3D Structural Phenotype of the Glaucomatous Optic Nerve Head and its Relationship with The Severity of Visual Field Damage

Fabian A. Braeu, Thanadet Chuangsuwanich, Tin A. Tun +8

: To describe the 3D structural changes in both connective and neural tissues of the optic nerve head (ONH) that occur concurrently at different stages of glaucoma us…

eess.IV2022

Are Macula or Optic Nerve Head Structures better at Diagnosing Glaucoma? An Answer using AI and Wide-Field Optical Coherence Tomography

Charis Y. N. Chiang, Fabian Braeu, Thanadet Chuangsuwanich +6

Purpose: (1) To develop a deep learning algorithm to automatically segment structures of the optic nerve head (ONH) and macula in 3D wide-field optical coherence tomography (OCT) s…

eess.IV2022

AI-based Clinical Assessment of Optic Nerve Head Robustness Superseding Biomechanical Testing

Fabian A. Braeu, Thanadet Chuangsuwanich, Tin A. Tun +4

: To use artificial intelligence (AI) to: (1) exploit biomechanical knowledge of the optic nerve head (ONH) from a relatively large population; (2) assess ONH rob…

eess.IV2022★ 2 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.IV2022★ 3 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…