Article

Multimodal Machine Learning Approach for Diagnosing Atopic Dermatitis

2025-09-19

Abstract excerpt

<h4>Background: </h4> Atopic dermatitis (AD) is a prevalent, chronic inflammatory skin disease with diverse clinical presentations, often overlapping with other dermatoses. Its diagnosis remains largely dependent on clinical expertise, leading to variability and limited diagnostic accuracy, particularly among general practitioners. This study aimed to develop and evaluate a multimodal artificial intelligence (AI)...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 9e5c1d9f-b285-5980-bbfb-3c0ca12bd0a7
DOI: 10.12688/f1000research.169102.1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Multimodal Machine Learning Approach for Diagnosing Atopic DermatitisDOI 10.12688/f1000research.169102.1Read

Multimodal Machine Learning Approach for Diagnosing Atopic DermatitisSemantic proximity Read

Case-level artificial intelligence for multi-photo teledermatology submissions: development and internal validation using patient-submitted dermatology imagesSemantic proximity Read

Use of artificial intelligence as a diagnostic support tool for skin lesions in primary care: feasibility study in clinical practiceSemantic proximity Read

Artificial Intelligence Meets Real-Life Dermatology: Diagnostic Accuracy Assessment in a Retrospective Case SeriesSemantic proximity Read

A Retrospective Analysis of a Dermatology-Trained Multimodal Large Language Model's Diagnostic Accuracy in Pigmented Skin LesionsSemantic proximity Read

Grading of Erythema and Visual Attributes in Atopic Dermatitis across Diverse Skin Tones Using a Vision AI PipelineSemantic proximity Read

Integrating Explainable AI for Skin Lesion Classifications: A Systematic Literature ReviewSemantic proximity Read

Evaluating the Diagnostic and Treatment Recommendation Capabilities of GPT-4 Vision in DermatologySemantic proximity Read

Multimodal Image Dataset for AI-based Skin Cancer (MIDAS) BenchmarkingSemantic proximity Read

A Global Atlas of Digital Dermatology to Map Innovation and DisparitiesSemantic proximity Read

A Global Atlas of Digital Dermatology to Map Innovation and DisparitiesSemantic proximity Read

Development of a Convolutional Neural Network-Based System for Skin Disease ClassificationSemantic proximity Read