Dermatology

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

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Subcategories: Atopy Psoriasis
Showing 2416-2436 of 4,172 articles
Sustainable Deep Learning-Based Breast Lesion Segmentation: Impact of Breast Region Segmentation on Performance

Purpose: Segmentation of the breast lesion in dynamic contrast-enhanced magnetic resonance imaging...

Geometric deep learning and multiple-instance learning for 3D cell-shape profiling.

The three-dimensional (3D) morphology of cells emerges from complex cellular and environmental inter...

(1)
Mar 2025 40112779
Cracking the PUMA Challenge in 24 Hours with CellViT++ and nnU-Net

Automatic tissue segmentation and nuclei detection is an important task in pathology, aiding in bi...

(4)
Assessing the effects of immune checkpoint inhibitors on bone utilizing machine learning-assisted opportunistic quantitative computed tomography.

Immune checkpoint inhibitors (ICIs) are widely used in cancer treatment, yet their impact on bone he...

(1)
Mar 2025 39849845
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation

Deep learning has achieved significant advancements in medical image segmentation, but existing mo...

A Novel Framework for Comparing Combination Therapy Outcomes Using Mechanistic Graph Models

Background: Predicting the efficacy of combination therapies is a critical challenge in clinical d...

(3)
[Scale-invariant feature-enhanced deep learning framework for oral mucosal lesion segmentation].

To develop PixelSIFT-UNet, a novel semantic segmentation model that integrates deep learning with s...

(1)
Mar 2025 40015705
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation

Melanoma is a malignant tumor originating from skin cell lesions. Accurate and efficient segmentat...

Interactive Segmentation and Report Generation for CT Images

Automated CT report generation plays a crucial role in improving diagnostic accuracy and clinical ...

(2)
In-Depth Analysis of Automated Acne Disease Recognition and Classification

Facial acne is a common disease, especially among adolescents, negatively affecting both physicall...

BAMBI integrates biostatistical and artificial intelligence methods to improve RNA biomarker discovery.

RNA biomarkers enable early and precise disease diagnosis, monitoring, and prognosis, facilitating p...

Mar 2025 40121554
LesionDiffusion: Towards Text-controlled General Lesion Synthesis

Fully-supervised lesion recognition methods in medical imaging face challenges due to the reliance...

(1)
LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging

In this work, we present LesionLocator, a framework for zero-shot longitudinal lesion tracking and...

Pathology Report Generation and Multimodal Representation Learning for Cutaneous Melanocytic Lesions

Millions of melanocytic skin lesions are examined by pathologists each year, the majority of which...

On the Importance of Text Preprocessing for Multimodal Representation Learning and Pathology Report Generation

Vision-language models in pathology enable multimodal case retrieval and automated report generati...

Predicting psoriasis severity using machine learning: a systematic review.

BACKGROUND: In dermatology, the applications of machine learning (ML), an artificial intelligence (A...

Feb 2025 39172548
GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis

We can achieve fast and consistent early skin cancer detection with recent developments in compute...

[Construction and preliminary validation of machine learning predictive models for cervical cancer screening based on human DNA methylation].

Using methylation characteristics of human genes to construct machine learning predictive models fo...

Feb 2025 39939021
Clinical Inspired MRI Lesion Segmentation

Magnetic resonance imaging (MRI) is a potent diagnostic tool for detecting pathological tissues in...

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