The robust 2D brain image patch ranking algorithm with feature selection, heatmaps and ChatGPT for interpretable Alzheimer's disease diagnosis

The new robust 2D image patch ranking algorithm can reliably generate the 2D PRM for interpretable AD diagnosis. A medical doctor may conveniently use the 2D PRM to understand the relationship among top-ranked 2D image patches, relevant feature sets, important associated brain areas, and AD diagnosis.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70861_108992
Primary Topic
Brain Tumor Detection and Classification
Type
article
Field-Weighted Citation Impact
0.00
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article

The robust 2D brain image patch ranking algorithm with feature selection, heatmaps and ChatGPT for interpretable Alzheimer's disease diagnosis

Luna Mingyi Zhang
Alzheimer s & Dementia
Brain Tumor Detection and Classification
article

The robust 2D brain image patch ranking algorithm with feature selection, heatmaps and ChatGPT for interpretable Alzheimer's disease diagnosis

Luna Mingyi Zhang
article en

Abstract

The new robust 2D image patch ranking algorithm can reliably generate the 2D PRM for interpretable AD diagnosis. A medical doctor may conveniently use the 2D PRM to understand the relationship among top-ranked 2D image patches, relevant feature sets, important associated brain areas, and AD diagnosis.

Alzheimer s & DementiaVol. 21(S7)
Stony Brook University (US)
Openalex Percentile: Top 39%
Brain Tumor Detection and Classification
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The robust 2D brain image patch ranking algorithm with feature selection, heatmaps and ChatGPT for interpretable Alzheimer's disease diagnosis — Luna Mingyi Zhang · Alzheimer s & Dementia (2025) | TGRS Research Map | TGRS