AIMC Topic: Skin Diseases

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AI in Aesthetic/Cosmetic Dermatology: Current and Future.

Journal of cosmetic dermatology Nov 7, 2024
BACKGROUND: Recent advancements in artificial intelligence (AI) have significantly impacted dermatology, particularly in diagnosing skin diseases. However, aesthetic dermatology faces unique challenges due to subjective evaluations and the lack of st...
Humans Artificial Intelligence Cosmetic Techniques Esthetics Skin Diseases Dermatology
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A Multi-model Deep Learning Architecture for Diagnosing Multi-class Skin Diseases.

Journal of imaging informatics in medicine Oct 31, 2024
Skin diseases are a significant global public health concern, affecting 21-85% of the world's population, particularly those in low- and middle-income countries. Accurate and timely diagnosis is crucial for effective treatment and improved patient ou...
Skin Diseases Image Interpretation, Computer-Assisted Humans Deep Learning
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Graph neural networks in multi-stained pathological imaging: extended comparative analysis of Radiomic features.

International journal of computer assisted radiology and surgery Oct 7, 2024
PURPOSE: This study investigates the application of Radiomic features within graph neural networks (GNNs) for the classification of multiple-epitope-ligand cartography (MELC) pathology samples. It aims to enhance the diagnosis of often misdiagnosed s...
Radiomics Humans Image Interpretation, Computer-Assisted Skin Diseases Neural Networks, Computer Graph Neural Networks
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MobileNet-V2: An Enhanced Skin Disease Classification by Attention and Multi-Scale Features.

Journal of imaging informatics in medicine Oct 1, 2024
The increasing prevalence of skin diseases necessitates accurate and efficient diagnostic tools. This research introduces a novel skin disease classification model leveraging advanced deep learning techniques. The proposed architecture combines the M...
Humans Skin Diseases Dermoscopy Databases, Factual Image Interpretation, Computer-Assisted Deep Learning
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Skin lesion segmentation using deep learning algorithm with ant colony optimization.

BMC medical informatics and decision making Sep 27, 2024
BACKGROUND: Segmentation of skin lesions remains essential in histological diagnosis and skin cancer surveillance. Recent advances in deep learning have paved the way for greater improvements in medical imaging. The Hybrid Residual Networks (ResUNet)...
Skin Diseases Skin Neoplasms Humans Image Interpretation, Computer-Assisted Deep Learning Algorithms
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Using AI to Differentiate Mpox From Common Skin Lesions in a Sexual Health Clinic: Algorithm Development and Validation Study.

Journal of medical Internet research Sep 13, 2024
BACKGROUND: The 2022 global outbreak of mpox has significantly impacted health facilities, and necessitated additional infection prevention and control measures and alterations to clinic processes. Early identification of suspected mpox cases will as...
Humans Mpox, Monkeypox Artificial Intelligence Sexual Health Algorithms Female Diagnosis, Differential Male Skin Diseases Sexually Transmitted Diseases
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Skinformatics: Navigating the big data landscape of dermatology.

Journal of the European Academy of Dermatology and Venereology : JEADV Sep 10, 2024
Big data and associated approaches to analyse it are on the rise, especially in healthcare settings. This growth is also seen with unique applications in the field of dermatology. While big data offer a plethora of opportunity for improving our curre...
Dermatology Big Data Skin Diseases Humans Artificial Intelligence
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CFI-Net: A Choquet Fuzzy Integral Based Ensemble Network With PSO-Optimized Fuzzy Measures for Diagnosing Multiple Skin Diseases Including Mpox.

IEEE journal of biomedical and health informatics Sep 5, 2024
In the domain of medical diagnostics, precise identification of various skin and oral diseases is vital for effective patient care. In particular, Mpox is a potentially dangerous viral disease with zoonotic origins, capable of human-to-human transmis...
Skin Diseases Mpox, Monkeypox Neural Networks, Computer Algorithms Diagnosis, Computer-Assisted Fuzzy Logic Humans
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Radiomic and deep learning analysis of dermoscopic images for skin lesion pattern decoding.

Scientific reports Aug 26, 2024
This study aims to explore the efficacy of a hybrid deep learning and radiomics approach, supplemented with patient metadata, in the noninvasive dermoscopic imaging-based diagnosis of skin lesions. We analyzed dermoscopic images from the Internationa...
Skin Diseases Deep Learning Dermoscopy Image Interpretation, Computer-Assisted Image Processing, Computer-Assisted Humans Radiomics ROC Curve Skin Skin Neoplasms
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Natural language processing in dermatology: A systematic literature review and state of the art.

Journal of the European Academy of Dermatology and Venereology : JEADV Aug 16, 2024
BACKGROUND: Natural Language Processing (NLP) is a field of both computational linguistics and artificial intelligence (AI) dedicated to analysis and interpretation of human language.
Humans Natural Language Processing Skin Diseases Dermatology
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