AI-based Advanced approaches and dry eye disease detection based on multi-source evidence: Cases, applications, issues, and future directions

MH Wang, L Xing, Y Pan, F Gu, J Fang… - Big Data Mining and …, 2024 - ieeexplore.ieee.org
This study explores the potential of Artificial Intelligence (AI) in early screening and
prognosis of Dry Eye Disease (DED), aiming to enhance the accuracy of therapeutic …

Advancements in Demodex mite detection: a comparative analysis of YOLOv5 and YOLOv8 utilizing microscopic examination images

MH Wang, X Fang, Z Lin, P Zeng… - International …, 2024 - spiedigitallibrary.org
This study conducts a rigorous comparative assessment of YOLOv5 and YOLOv8 for the
detection of Demodex mites in microscopic examination images, leveraging crucial metrics …

A Comparison of YOLOv8 and DEtection TRansformer in the Context of Tear Meniscus Height Calculation Based on Ocular Surface Videos

MH Wang, SMY Lee, G Hou, Y Liu, H Liu… - 2024 IEEE 3rd …, 2024 - ieeexplore.ieee.org
This study is the first investigation related to the application of advanced object detection
algorithms, specifically You Only Look Once version 8 (YOLOv8) and DEtection …

Exploring Meibomian Gland Dysfunction Grading: A Comparison of Machine Learning and XAI Approaches

C Liang, MH Wang, H Liu… - 2024 IEEE 2nd …, 2024 - ieeexplore.ieee.org
This research investigates the effectiveness of employing a machine learning methodology
and an Explainable Artificial Intelligence (XAI) tool for the assessment of Meibomian Gland …

A Comparative Analysis of Image-Based Classification and Object Detection for the Ocular Redness Grading

MH Wang, Y Yang, X Fang, Z Lin… - 2023 International …, 2023 - ieeexplore.ieee.org
This study presents a comprehensive exploration into ocular red-eye grading, employing
ResNet-based image classification and YOLOv8-based object detection methodologies. The …

Optimizing dry eye disease diagnosis: integrating deep learning insights from OSDI questionnaires and ocular blinking videos

MH Wang, Z Lin, P Zeng, X Fang, Y Yu… - International …, 2024 - spiedigitallibrary.org
This study introduces a novel and comprehensive diagnostic approach for Dry Eye Disease
(DED) by combining a dedicated Ocular Surface Disease Index (OSDI) questionnaire and a …

Enhancing Public Healthcare with IoT and AI: A Comprehensive Study on Improving Dry Eye Disease Diagnosis

MH Wang, P Zeng, X Li, KKL Chong, X Yu - 2024 - researchsquare.com
The rapid evolution of the Internet of Things (IoT) and Artificial Intelligence (AI) technologies
has opened new horizons in public healthcare. However, maximizing their potential requires …