Dermatology

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

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Subcategories: Atopy Psoriasis
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Contrastive meta-domain adaptation for robust skin lesion classification across clinical and acquisition conditions

Deep learning models for dermatological image analysis remain sensitive to acquisition variability a...

Automated Disentangling Analysis of Skin Colour for Lesion Images

Machine-learning models working on skin images often have degraded performance when the skin colour ...

High-Performance Classification of Mpox Symptoms Using Support Vector Classifier and Quadratic Discriminant Analysis

Background: Recent global outbreaks of Mpox have posed significant diagnostic challenges, particular...

Deep Learning for Dermatology: An Innovative Framework for Approaching Precise Skin Cancer Detection

Skin cancer can be life-threatening if not diagnosed early, a prevalent yet preventable disease. Glo...

TopoGate: Quality-Aware Topology-Stabilized Gated Fusion for Longitudinal Low-Dose CT New-Lesion Prediction

Longitudinal low-dose CT follow-ups vary in noise, reconstruction kernels, and registration quality....

Comparing Modelling Architectures in the context of EGFR Status Classification in Non Small Cell Lung Cancer

Radiogenomics enables the non invasive characterisation of the genomic and molecular properties of t...

Context-aware Skin Cancer Epithelial Cell Classification with Scalable Graph Transformers

Whole-slide images (WSIs) from cancer patients contain rich information that can be used for medical...

A Generative AI Approach for Reducing Skin Tone Bias in Skin Cancer Classification

Skin cancer is one of the most common cancers worldwide and early detection is critical for effectiv...

CT-Bench: A Benchmark for Multimodal Lesion Understanding in Computed Tomography

Artificial intelligence (AI) can automatically delineate lesions on computed tomography (CT) and gen...

3DLAND: 3D Lesion Abdominal Anomaly Localization Dataset

Existing medical imaging datasets for abdominal CT often lack three-dimensional annotations, multi-o...

Deep-Learning Atlas Registration for Melanoma Brain Metastases: Preserving Pathology While Enabling Cohort-Level Analyses

Melanoma brain metastases (MBM) are common and spatially heterogeneous lesions, complicating cohort-...

A Vision-Language Foundation Model for Zero-shot Clinical Collaboration and Automated Concept Discovery in Dermatology

Medical foundation models have shown promise in controlled benchmarks, yet widespread deployment rem...

Multi-omics Analyses of Facial Skin in Acne Identify Distinct Microbial and Metabolic Features at Lesional and Non-lesional Sites

The microbial and biochemical landscape of clinically normal-appearing skin in individuals with acne...

Colorimeter-Supervised Skin Tone Estimation from Dermatoscopic Images for Fairness Auditing

Neural-network-based diagnosis from dermatoscopic images is increasingly used for clinical decision ...

Unbalanced optimal transport for robust longitudinal lesion evolution with registration-aware and appearance-guided priors

Evaluating lesion evolution in longitudinal CT scans of can cer patients is essential for assessing ...

SCOPE: AI-Assisted Early Detection of Potentially Curable Pancreatic Neoplasms on CT from Local and Global Information

Purpose: To develop SCOPE (Small-lesion COntextual Pancreatic Evaluator), a deep learning model desi...

Stroke Lesions as a Rosetta Stone for Language Model Interpretability

Large language models (LLMs) have achieved remarkable capabilities, yet methods to verify which mode...

Multi-omic deep learning identifies exercise-responsive ageing pathways in humans

Genome-wide association studies of physical activity traits have mapped numerous loci, yet the molec...

Automated HER2 scoring with uncertainty quantification using lensfree holography and deep learning

Accurate assessment of human epidermal growth factor receptor 2 (HER2) expression is critical for br...

NIMETOX-informed Precision Nomothetic Models of Major Depressive Disorder: Group, Phenome, and Individual Signatures

Background: Major depressive disorder (MDD) is a neuro-immune-metabolic-oxidative (NIMETOX) disorder...

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