Task-Specific Quality Gating for Retinal Optical Coherence Tomography B-Scans: Learned Representations Over Scalar Metrics in Choroid Segmentation
Evaluates learned representations (vision foundation models) as failure-prediction proxies for choroid segmentation quality gating vs. scalar image-quality metrics — accepted, IEEE Healthcom 2026 main track.
Aug 9, 2026
Evaluating OCT Device-Reported Image Quality Score: Towards a Task-Specific Quality Gate for Deep Learning-based Outer-Retina and Choroid Boundary Segmentation
Device-reported OCT image quality scores don't predict segmentation performance; introduces a task-specific, EMD-based boundary quality metric instead.
May 17, 2026
Deep Learning–Based Automated Segmentation and Quantification of Ellipsoid Zone and RPE–Bruch's Membrane Complex in Healthy Subjects and Geographic Atrophy
Deep-learning segmentation and quantification of the ellipsoid zone and RPE–Bruch's membrane complex in healthy and geographic atrophy OCT — co-first author.
Apr 1, 2026
Retinal Layer Segmentation - Boundary vs Mask Labels
Experimenting boundary vs masks segmentations.
Jun 22, 2025
Retinal sublayer segmentation based on deep learning using optical coherence tomography B-Scans: Training multilayer masks vs boundary labels
Retinal sublayer segmentation using deep learning on OCT B-Scans, comparing multilayer masks and boundary labels.
Jan 1, 2024
Retinal Layer Segmentation
Robust retinal layer segmentation using deep learning approaches. Demo.
Jan 1, 2024
Hypergraphs, Neural Networks and explainability
Explaining hypergraph neural networks
Jan 1, 2024
Choroid thickness and CVI Calculation
Commercial Choroid Segmentation: From Research to Clinical Reality Introduction The journey of developing a comprehensive choroidal analysis platform began with a vision: to bridge the gap between advanced research and real-world clinical needs. Our team set out to create a solution that would not only push the boundaries of AI-powered image analysis but also deliver tangible value to clinicians and patients worldwide.
Oct 26, 2023
Robust Retinal Layer Segmentation Using OCT B-Scans: A Novel Approach Based on Pix2Pix Generative Adversarial Network
Robust retinal layer segmentation using OCT B-scans with Pix2Pix GAN.
Jan 1, 2023