AIMC Topic: Myopia, Degenerative

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Machine Learning Approaches in High Myopia: Systematic Review and Meta-Analysis.

Journal of medical Internet research Jan 3, 2025
BACKGROUND: In recent years, with the rapid development of machine learning (ML), it has gained widespread attention from researchers in clinical practice. ML models appear to demonstrate promising accuracy in the diagnosis of complex diseases, as we...
Machine Learning Myopia Myopia, Degenerative Humans Glaucoma
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Attention and dilated convolutions inclusive deep-CNN with multiplexed texture features to diagnose Pathological and High Myopia.

Computers in biology and medicine Dec 13, 2024
In today's era, precise and timely diagnosis of ocular diseases are crucial as these disorders jeopardize millions of visions. Early detection and proactive management can minimize vision threatening complications from these disorders. High Myopia(HM...
Myopia Deep Learning Fundus Oculi Neural Networks, Computer Female Humans Male Myopia, Degenerative
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MIU-Net: Advanced multi-scale feature extraction and imbalance mitigation for optic disc segmentation.

Neural networks : the official journal of the International Neural Network Society Nov 14, 2024
Pathological myopia is a severe eye condition that can cause serious complications like retinal detachment and macular degeneration, posing a threat to vision. Optic disc segmentation helps measure changes in the optic disc and observe the surroundin...
Optic Disk Myopia, Degenerative Humans Neural Networks, Computer Algorithms Image Processing, Computer-Assisted
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Accuracy of 7 Artificial Intelligence-Based Intraocular Lens Power Calculation Formulas in Extremely Long Caucasian Eyes.

American journal of ophthalmology Nov 12, 2024
PURPOSE: To compare 7 artificial intelligence (AI)-based intraocular lens (IOL) power calculation formulas in extremely long eyes.
Humans Artificial Intelligence Retrospective Studies Aged, 80 and over Male Middle Aged Female Reproducibility of Results Aged Biometry Optics and Photonics Axial Length, Eye Lens Implantation, Intraocular Myopia, Degenerative Visual Acuity White People Refraction, Ocular Phacoemulsification Lenses, Intraocular
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Deep Learning-Enabled Vasculometry Depicts Phased Lesion Patterns in High Myopia Progression.

Asia-Pacific journal of ophthalmology (Philadelphia, Pa.) Jul 23, 2024
PURPOSE: To investigate the potential phases in myopic retinal vascular alterations for further elucidating the mechanisms underlying the progression of high myopia (HM).
Retinal Vessels Myopia, Degenerative Adolescent Tomography, Optical Coherence Optic Disk Disease Progression Deep Learning Female Aged Young Adult Adult Humans Male Retrospective Studies Middle Aged
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Efficient pyramid channel attention network for pathological myopia recognition with pretraining-and-finetuning.

Artificial intelligence in medicine Jun 28, 2024
Pathological myopia (PM) is the leading ocular disease for impaired vision worldwide. Clinically, the characteristics of pathology distribution in PM are global-local on the fundus image, which plays a significant role in assisting clinicians in diag...
Fundus Oculi Image Interpretation, Computer-Assisted Myopia, Degenerative Humans Neural Networks, Computer Deep Learning
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Comparing the accuracy of intraocular lens power calculation formulas using artificial intelligence and traditional formulas in highly myopic patients: a meta-analysis.

International ophthalmology Jun 21, 2024
PURPOSE: The accuracy of intraocular lens (IOL) calculations is one of the key indicators for determining the success of cataract surgery. However, in highly myopic patients, the calculation errors are relatively larger than those in general patients...
Humans Artificial Intelligence Reproducibility of Results Refraction, Ocular Lenses, Intraocular Myopia Myopia, Degenerative Visual Acuity Biometry Optics and Photonics
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Validation of Soft Labels in Developing Deep Learning Algorithms for Detecting Lesions of Myopic Maculopathy From Optical Coherence Tomographic Images.

Asia-Pacific journal of ophthalmology (Philadelphia, Pa.) May 1, 2022
PURPOSE: It is common for physicians to be uncertain when examining some images. Models trained with human uncertainty could be a help for physicians in diagnosing pathologic myopia.
Humans Retinal Diseases Retrospective Studies Myopia Deep Learning Myopia, Degenerative Tomography, Optical Coherence Macular Degeneration
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Development of deep learning-based detecting systems for pathologic myopia using retinal fundus images.

Communications biology Oct 26, 2021
Globally, cases of myopia have reached epidemic levels. High myopia and pathological myopia (PM) are the leading cause of visual impairment and blindness in China, demanding a large volume of myopia screening tasks to control the rapid growing myopic...
Image Processing, Computer-Assisted Humans Myopia, Degenerative Deep Learning
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Automatic detection of pathological myopia using machine learning.

Scientific reports Aug 16, 2021
Pathological myopia is a severe case of myopia, i.e., nearsightedness. Pathological myopia is also known as degenerative myopia because it ultimately leads to blindness. In pathological myopia, certain myopia-specific pathologies occur at the eye's p...
Predictive Value of Tests Myopia, Degenerative ROC Curve Area Under Curve Humans Image Processing, Computer-Assisted Datasets as Topic Models, Neurological Deep Learning
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