Stratified Multisource Optical Coherence Tomography Integration and Cross-Pathology Validation Framework for Automated Retinal Diagnostics
This study presents a clinical utility-driven machine learning framework for retinal Optical Coherence Tomography classification, addressing challenges posed by manual interpretation variability and dataset heterogeneity. The methodology integrates biomimetic data partitioning, deep biomarker extrac...
| 发表在: | Applied Sciences |
|---|---|
| Main Authors: | Michael Sher, Riah Sharma, David Remyes, Daniel Nasef, Demarcus Nasef, Milan Toma |
| 格式: | 文件 |
| 语言: | 英语 |
| 出版: |
MDPI AG
2025-04-01
|
| 主题: | |
| 在线阅读: | https://www.mdpi.com/2076-3417/15/9/4985 |
相似书籍
Clinical Applicability and Cross-Dataset Validation of Machine Learning Models for Binary Glaucoma Detection
由: David Remyes, et al.
出版: (2025-05-01)
由: David Remyes, et al.
出版: (2025-05-01)
A Standardized Validation Framework for Clinically Actionable Healthcare Machine Learning with Knee Osteoarthritis Grading as a Case Study
由: Daniel Nasef, et al.
出版: (2025-06-01)
由: Daniel Nasef, et al.
出版: (2025-06-01)
Ultra-Widefield Retinal Optical Coherence Tomography (OCT) and Angio-OCT Using an Add-On Lens
由: Bartosz L. Sikorski
出版: (2025-07-01)
由: Bartosz L. Sikorski
出版: (2025-07-01)
Quantitative Optical Coherence Tomography for Longitudinal Monitoring of Postnatal Retinal Development in Developing Mouse Eyes
由: Guangying Ma, et al.
出版: (2022-02-01)
由: Guangying Ma, et al.
出版: (2022-02-01)
Optical coherence tomography-based assessment of retinal vascular pathology in cerebral small vessel disease
由: A. Abdelhak, et al.
出版: (2020-05-01)
由: A. Abdelhak, et al.
出版: (2020-05-01)
Optical Coherence Tomography in Retinal Detachment: Prognostic Biomarkers, Surgical Planning, and Postoperative Monitoring
由: Humza Zaidi, et al.
出版: (2025-03-01)
由: Humza Zaidi, et al.
出版: (2025-03-01)
High-Precision Optical Coherence Tomography Navigated Laser Retinopexy for Retinal Breaks
由: Simon Salzmann, et al.
出版: (2023-05-01)
由: Simon Salzmann, et al.
出版: (2023-05-01)
Comparison of macular retinal thickness measurements using spectral-domain and swept-source optical coherence tomography in healthy eyes
由: Huan Wan, et al.
出版: (2025-01-01)
由: Huan Wan, et al.
出版: (2025-01-01)
Simplified Convolutional Neural Network Model for Automatic Classification of Retinal Diseases from Optical Coherence Tomography Images
由: Noor B. Khalaf, et al.
出版: (2024-05-01)
由: Noor B. Khalaf, et al.
出版: (2024-05-01)
Retinal vascular reactivity in carriers of X-linked inherited retinal disease – a study using optical coherence tomography angiography
由: Sena Ayse Gocuk, et al.
出版: (2024-07-01)
由: Sena Ayse Gocuk, et al.
出版: (2024-07-01)
Decision Trees for Glaucoma Screening Based on the Asymmetry of the Retinal Nerve Fiber Layer in Optical Coherence Tomography
由: Rafael Berenguer-Vidal, et al.
出版: (2022-06-01)
由: Rafael Berenguer-Vidal, et al.
出版: (2022-06-01)
Can YOLO Detect Retinal Pathologies? A Step Towards Automated OCT Analysis
由: Adriana-Ioana Ardelean, et al.
出版: (2025-07-01)
由: Adriana-Ioana Ardelean, et al.
出版: (2025-07-01)
The Usefulness of 55° Wide-Field Spectral-Domain Optical Coherence Tomography in Monitoring the Features of Peripheral Subretinal Fluid Remnants after Rhegmatogenous Retinal Detachment Surgery
由: Valentina Carta, et al.
出版: (2024-06-01)
由: Valentina Carta, et al.
出版: (2024-06-01)
Correlation between multifocal electroretinogram and optical coherence tomography findings with visual acuity after vitrectomy surgery for retinal detachment: an observational study
由: Asmaa Hassan, et al.
出版: (2024-01-01)
由: Asmaa Hassan, et al.
出版: (2024-01-01)
Reliability of foveal avascular zone measurements in eyes with retinal vein occlusion using optical coherence tomography angiography
由: Bruno Mauricio Rodrigues de Oliveira, et al.
出版: (2020-08-01)
由: Bruno Mauricio Rodrigues de Oliveira, et al.
出版: (2020-08-01)
Prognostics optical coherence tomography biomarker in macular oedema secondary to retinal vein occlusion
由: Andrea R. Silitonga, et al.
出版: (2025-01-01)
由: Andrea R. Silitonga, et al.
出版: (2025-01-01)
Deep Learning for Automated Kellgren–Lawrence Grading in Knee Osteoarthritis Severity Assessment
由: Daniel Nasef, et al.
出版: (2024-12-01)
由: Daniel Nasef, et al.
出版: (2024-12-01)
Clinical and Optical Coherence Tomography Characteristics of Combined Hamartoma of the Retina and Retinal Pigment Epithelium
由: Mehmet Yasin Teke, et al.
出版: (2013-10-01)
由: Mehmet Yasin Teke, et al.
出版: (2013-10-01)
A systematic review of OCT and OCT angiography in retinal vasculitis
由: Dhanach Dhirachaikulpanich, et al.
出版: (2023-01-01)
由: Dhanach Dhirachaikulpanich, et al.
出版: (2023-01-01)
Optical coherence tomography biomarkers in patients with macular edema secondary to retinal vein occlusion treated with dexamethasone implant
由: Verónica Castro-Navarro, et al.
出版: (2022-04-01)
由: Verónica Castro-Navarro, et al.
出版: (2022-04-01)
Retinal Nerve Fiber Layer Measurements in Myopia Using Optical Coherence Tomography
由: Dennis L. del Rosario, MD, et al.
出版: (2014-06-01)
由: Dennis L. del Rosario, MD, et al.
出版: (2014-06-01)
SMOTE vs. SMOTEENN: A Study on the Performance of Resampling Algorithms for Addressing Class Imbalance in Regression Models
由: Gazi Husain, et al.
出版: (2025-01-01)
由: Gazi Husain, et al.
出版: (2025-01-01)
Early Sign of Retinal Neovascularization Evolution in Diabetic Retinopathy
由: Kotaro Tsuboi, MD, et al.
出版: (2024-03-01)
由: Kotaro Tsuboi, MD, et al.
出版: (2024-03-01)
Retina assessment by optical coherence tomography of diabetic dogs
由: Michelle B.P. Braga-Sá, et al.
由: Michelle B.P. Braga-Sá, et al.
Choroidal vascular changes in retinitis pigmentosa patients detected by optical coherence tomography angiography
由: Chang Shen, et al.
出版: (2020-09-01)
由: Chang Shen, et al.
出版: (2020-09-01)
Enhancing liver disease diagnosis with hybrid SMOTE-ENN balanced machine learning models—an empirical analysis of Indian patient liver disease datasets
由: Ritu Rani, et al.
出版: (2025-05-01)
由: Ritu Rani, et al.
出版: (2025-05-01)
Automatic Segmentation of the Retinal Nerve Fiber Layer by Means of Mathematical Morphology and Deformable Models in 2D Optical Coherence Tomography Imaging
由: Rafael Berenguer-Vidal, et al.
出版: (2021-12-01)
由: Rafael Berenguer-Vidal, et al.
出版: (2021-12-01)
The short term impact of uncomplicated cataract surgery on retinal layers thickness
由: Marco Gioia, et al.
出版: (2025-07-01)
由: Marco Gioia, et al.
出版: (2025-07-01)
Non-Invasive Retinal Blood Vessel Wall Measurements with Polarization-Sensitive Optical Coherence Tomography for Diabetes Assessment: A Quantitative Study
由: Hadi Afsharan, et al.
出版: (2023-08-01)
由: Hadi Afsharan, et al.
出版: (2023-08-01)
Swept source optical coherence tomography and optical coherence tomography angiography in pediatric enhanced S-cone syndrome: a case report
由: Angelo Maria Minnella, et al.
出版: (2018-10-01)
由: Angelo Maria Minnella, et al.
出版: (2018-10-01)
Semi-automated quantification of vitreal hyperreflective foci in SD-OCT and their relevance in patients with peripheral retinal breaks
由: P. Strzalkowski, et al.
出版: (2023-07-01)
由: P. Strzalkowski, et al.
出版: (2023-07-01)
Optical coherence tomography detection of retinal neural loss in patients with tuberous sclerosis
由: Paula Basso Dias, et al.
出版: (2024-02-01)
由: Paula Basso Dias, et al.
出版: (2024-02-01)
Intraoperative optical coherence tomography (I-OCT) assisted passage of the encircling element during retinal detachment surgery
由: Markan, Ashish, et al.
出版: (2022-04-01)
由: Markan, Ashish, et al.
出版: (2022-04-01)
Recent Optical Coherence Tomography (OCT) Innovations for Increased Accessibility and Remote Surveillance
由: Brigid C. Devine, et al.
出版: (2025-04-01)
由: Brigid C. Devine, et al.
出版: (2025-04-01)
Swept-source optical coherence tomography changes and visual acuity among Palestinian retinitis Pigmentosa patients: a cross-sectional study
由: Orjowan Shalabi, et al.
出版: (2021-07-01)
由: Orjowan Shalabi, et al.
出版: (2021-07-01)
Retinal Vascular Geometry in Hypertension: cSLO-Based Method
由: Hongyu Kong, et al.
出版: (2022-12-01)
由: Hongyu Kong, et al.
出版: (2022-12-01)
Manual measurement of SD-OCT images of hyperreflective retinal layers in acute retinal vessel occlusion is reliable, repeatable and reproducible
由: Egbert Matthé, et al.
出版: (2025-10-01)
由: Egbert Matthé, et al.
出版: (2025-10-01)
Juxtapapillary combined hamartoma of the retina and retinal pigment epithelium
由: Tarannum Mansoori
出版: (2023-01-01)
由: Tarannum Mansoori
出版: (2023-01-01)
Retinal diseases classification based on hybrid ensemble deep learning and optical coherence tomography images
由: Kuntha Pin, et al.
出版: (2023-07-01)
由: Kuntha Pin, et al.
出版: (2023-07-01)
Repeatability and Reproducibility of Retinal Fractal Dimension Measured with Swept-Source Optical Coherence Tomography Angiography in Healthy Eyes: A Proof-of-Concept Study
由: Louis Arnould, et al.
出版: (2022-07-01)
由: Louis Arnould, et al.
出版: (2022-07-01)
相似书籍
-
Clinical Applicability and Cross-Dataset Validation of Machine Learning Models for Binary Glaucoma Detection
由: David Remyes, et al.
出版: (2025-05-01) -
A Standardized Validation Framework for Clinically Actionable Healthcare Machine Learning with Knee Osteoarthritis Grading as a Case Study
由: Daniel Nasef, et al.
出版: (2025-06-01) -
Ultra-Widefield Retinal Optical Coherence Tomography (OCT) and Angio-OCT Using an Add-On Lens
由: Bartosz L. Sikorski
出版: (2025-07-01) -
Quantitative Optical Coherence Tomography for Longitudinal Monitoring of Postnatal Retinal Development in Developing Mouse Eyes
由: Guangying Ma, et al.
出版: (2022-02-01) -
Optical coherence tomography-based assessment of retinal vascular pathology in cerebral small vessel disease
由: A. Abdelhak, et al.
出版: (2020-05-01)
