AIMC Topic: Dermoscopy

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Automatic melanoma detection using an optimized five-stream convolutional neural network.

Scientific reports Jul 1, 2025
Melanoma is among the deadliest forms of malignant skin cancer, with the number of cases increasing dramatically worldwide. Its early and accurate diagnosis is crucial for effective treatment. However, automatic melanoma detection has several signifi...
Neural Networks, Computer Algorithms Melanoma Humans Image Interpretation, Computer-Assisted Deep Learning Convolutional Neural Networks Image Processing, Computer-Assisted Skin Neoplasms Dermoscopy
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Deep learning model for hair artifact removal and Mpox skin lesion analysis and detection.

Scientific reports Jul 1, 2025
Accurate identification of Mpox is essential for timely diagnosis and treatment. However, traditional image-based diagnostic methods often struggle with challenges such as body hair obscuring skin lesions and complicating accurate assessment. To addr...
Hair Removal Measles Humans Artifacts Dermoscopy Hair Deep Learning Image Processing, Computer-Assisted Skin
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Design of Block-Scrambling-Based privacy protection mechanism in healthcare using fusion of transfer learning models with Hippopotamus optimization algorithm.

Scientific reports Jul 1, 2025
In the human body, the skin is the main organ. Nearly 30-70% of individuals globally have skin-related health issues, for whom efficient and effective analysis is essential. A general method dermatologists use for analyzing skin illnesses is dermosco...
Dermoscopy Humans Machine Learning Diagnosis, Computer-Assisted Computer Security Algorithms Skin Neoplasms
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A novel hybrid feature fusion approach using handcrafted features with transfer learning model for enhanced skin cancer classification.

Computers in biology and medicine Mar 31, 2025
Skin cancer is a deadly disease and has the highest rising rates globally. It arises from aberrant skin cells, which are often caused by prolonged exposure to ultraviolet rays from sunlight or artificial tanning devices. Dermatologists rely on visual...
Humans Algorithms Skin Neoplasms Dermoscopy Deep Learning Image Interpretation, Computer-Assisted
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Skin lesion segmentation with a multiscale input fusion U-Net incorporating Res2-SE and pyramid dilated convolution.

Scientific reports Mar 7, 2025
Skin lesion segmentation is crucial for identifying and diagnosing skin diseases. Accurate segmentation aids in identifying and localizing diseases, monitoring morphological changes, and extracting features for further diagnosis, especially in the ea...
Image Processing, Computer-Assisted Skin Skin Diseases Algorithms Skin Neoplasms Dermoscopy Humans Neural Networks, Computer
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Skin cancer detection using dermoscopic images with convolutional neural network.

Scientific reports Mar 1, 2025
Skin malignant melanoma is a high-risk tumor with low incidence but high mortality rates. Early detection and treatment are crucial for a cure. Machine learning studies have focused on classifying melanoma tumors, but these methods are cumbersome and...
Dermoscopy Deep Learning Convolutional Neural Networks Melanoma Skin Neoplasms Early Detection of Cancer Melanoma, Cutaneous Malignant Humans Neural Networks, Computer
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A multi-stage multi-modal learning algorithm with adaptive multimodal fusion for improving multi-label skin lesion classification.

Artificial intelligence in medicine Feb 19, 2025
Skin cancer is frequently occurring and has become a major contributor to both cancer incidence and mortality. Accurate and timely diagnosis of skin cancer holds the potential to save lives. Deep learning-based methods have demonstrated significant a...
Dermoscopy Deep Learning Image Interpretation, Computer-Assisted Algorithms Skin Neoplasms Humans
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A promising AI based super resolution image reconstruction technique for early diagnosis of skin cancer.

Scientific reports Feb 11, 2025
Skin cancer can be prevalent in people of any age group who are exposed to ultraviolet (UV) radiation. Among all other types, melanoma is a notable severe kind of skin cancer, which can be fatal. Melanoma is a malignant skin cancer arising from melan...
Machine Learning Algorithms Melanoma Image Processing, Computer-Assisted Humans Skin Neoplasms Early Detection of Cancer Neural Networks, Computer Dermoscopy Skin Artificial Intelligence
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A comprehensive analysis of deep learning and transfer learning techniques for skin cancer classification.

Scientific reports Feb 7, 2025
Accurately and early diagnosis of melanoma is one of the challenging tasks due to its unique characteristics and different shapes of skin lesions. So, in order to solve this issue, the current study examines various deep learning-based approaches and...
Humans Neural Networks, Computer Machine Learning Algorithms Melanoma Skin Neoplasms Image Processing, Computer-Assisted Dermoscopy Bayes Theorem Deep Learning Image Interpretation, Computer-Assisted
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Advanced Deep Learning Models for Melanoma Diagnosis in Computer-Aided Skin Cancer Detection.

Sensors (Basel, Switzerland) Jan 21, 2025
The most deadly type of skin cancer is melanoma. A visual examination does not provide an accurate diagnosis of melanoma during its early to middle stages. Therefore, an automated model could be developed that assists with early skin cancer detection...
Dermoscopy Algorithms Humans Deep Learning Melanoma Diagnosis, Computer-Assisted Neural Networks, Computer Image Processing, Computer-Assisted Skin Neoplasms
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