Dermatology

Latest AI and machine learning research in dermatology for healthcare professionals.

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Subcategories: Atopy Psoriasis
Showing 181-200 of 4,857 articles

Stomatalia: a deep learning-based platform for quantitative stomata and pavement cell analysis.

BACKGROUND: Stomata and pavement cells are fundamental components of the leaf epidermis, jointly regulating gas exchange, water loss, and leaf surface expansion. Stomata size, aperture, density, and pavement cell morphology are critical parameters for assessing plant transpiration efficiency, epidermal growth dynamics, and adaptive responses to environmental constraints. Despite their biological i...

Jul 7 2026 42415050

An online cutaneous melanoma risk screen tool.

To develop and deploy a publicly accessible online risk estimation tool for cutaneous melanoma that prioritizes high recall to minimize missed diagnoses, using real-world clinical photographs rather than dermoscopic images, and to bridge the gap between artificial intelligence research and clinical implementation. A 'segmentation-first, then-classification' strategy was adopted. Lesions were segme...

Jul 7 2026 42406537
Machine learning reveals distinct temperature thresholds and environmental modulators for atopic dermatitis and allergic contact dermatitis prevalence in South Korea.

Atopic dermatitis (AD) and allergic contact dermatitis (ACD) are common inflammatory skin diseases influenced by environmental factors, but disease-sp...

Jul 7 2026 42412851
Clinical applications of MRI-based artificial intelligence in spinal metastases: A systematic review.

OBJECTIVE: This review systematically evaluates the current research landscape, methodological characteristics, and translational challenges of artifi...

Jul 6 2026 42438599
Robustness of a neural network approved for skin cancer diagnosis against variations in sequential images.

BACKGROUND: Convolutional neural networks (CNN) for skin cancer classification have shown results comparable to dermatologists but are vulnerable to m...

Jul 6 2026 42411020
Enhanced detection of subtle cortical abnormalities in focal epilepsy using 7 T MRI surface-based models and graph neural networks.

PURPOSE: MRI detection of subtle focal cortical dysplasia (FCD)-like abnormalities remains challenging in focal epilepsy. Higher signal-to-noise ratio...

Jul 6 2026 42406029
Detection of hypodense hepatic and renal lesions on abdominal CT reconstructed with deep learning image reconstruction technique in patients with large body habitus: A multi-reader study.

PURPOSE: To evaluate detectability of hypodense hepatic and renal lesions on portal venous phase CT reconstructed with deep learning image reconstruct...

Jul 6 2026 42406036
A compact texture frequency spatial gating network for oral cancer classification from clinical oral images.

Image-level classification of oral-cavity photographs remains challenging because oral-cancer appearances are heterogeneous and many public datasets l...

Jul 6 2026 42409893
Hierarchical multi-instance learning for targeted triage and classification of common left-to-right shunt lesions from echocardiography videos.

BACKGROUND: Transthoracic echocardiography is the first-line test for congenital heart disease (CHD), but accurate targeted triage and lesion subtypin...

Jul 6 2026 42410361
Accelerated Deep-Learning-Based Image Reconstruction for 3D T2 Dark-Fluid in Imaging of Multiple Sclerosis.

OBJECTIVES: Deep-learning (DL)-accelerated MRI can significantly reduce acquisition times. Studies evaluating interchangeability with conventional 3D ...

Jul 6 2026 42400420
Intraloop neoangiogenesis in an AI-classified scleroderma pattern: recognizing a morphological clue to suspected dermatomyositis.

OBJECTIVES: To describe a diagnostic near miss in AI-assisted nailfold capillaroscopy, illustrating how a correct AI-based classification as an early ...

Jul 6 2026 42402485
Artificial intelligence-detected HER2 strong-positive tumor proportion predicts FISH positivity and treatment response in breast cancer.

Human epidermal growth factor receptor 2 (HER2)-targeted therapies have revolutionized breast cancer treatment, necessitating standardized HER2 testin...

Jul 6 2026 42406760
M3FusionNet: Cross-cohort multimodal prediction of breast cancer biomarkers.

BACKGROUND: Accurate prediction of breast cancer biomarkers - including oestrogen receptor (ER), progesterone receptor (PR), human epidermal growth fa...

Jul 5 2026 42407417
Rostral lesion shift and tract-specific degeneration drive functional heterogeneity in degenerative cervical myelopathy.

BACKGROUND: Degenerative cervical myelopathy (DCM) is the leading cause of spinal cord impairment worldwide, yet conventional magnetic resonance imagi...

Jul 5 2026 42401750
Deep learning for contrast-enhanced MRI in pediatric brain imaging.

PURPOSE: A deep learning algorithm for contrast amplification in brain MRI, trained exclusively on adult data, was tested for cross-population general...

Jul 4 2026 42400647
An AI-augmented review of childhood atopic dermatitis biomarkers across genetic, immune, microbial, and metabolic domains.

BACKGROUND: Atopic dermatitis (AD) is a prevalent inflammatory skin disease and a major source of disease burden in children. Biomarker studies in chi...

Jul 4 2026 42401802
Rationally engineered essential oil-loaded nanocarriers for acne vulgaris: integrating multiscale molecular modeling, machine learning, and response surface optimization.

BACKGROUND: Acne vulgaris is a prevalent inflammatory dermatosis in which Cutibacterium acnes, Staphylococcus epidermidis, and, to a lesser extent, St...

Jul 3 2026 42396630
The application of artificial intelligence in adrenal imaging: current state of knowledge, challenges, and future directions.

Adrenal incidentalomas are frequently detected on abdominal imaging and require evaluation for malignancy and hormonal activity. Although most are ben...

Jul 3 2026 42396958
Multiparametric MRI-derived radiomic signatures enable noninvasive prediction of HER2 expression in bladder cancer.

OBJECTIVE: To assess the value of multiparametric MRI (mpMRI)-derived radiomic signatures and a combined model for non-invasive prediction of human ep...

Jul 3 2026 42397516
A randomized controlled trial evaluating the use of an intelligent, fully automated 2D imaging system to detect lame cows and control lameness.

A fully automated 2-dimensional imaging system that uses machine learning to produce real-time mobility scores has been developed and previously exter...

Jul 3 2026 42398719
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