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Skin and subcutaneous diseases rank high among the leading contributors to the global burden of nonfatal diseases, impacting a considerable portion of the population. Nonetheless, the field of dermatology diagnosis faces three significant…

Image and Video Processing · Electrical Eng. & Systems 2023-06-09 Juexiao Zhou , Xiaonan He , Liyuan Sun , Jiannan Xu , Xiuying Chen , Yuetan Chu , Longxi Zhou , Xingyu Liao , Bin Zhang , Xin Gao

Skin diseases affect over a third of the global population, yet their impact is often underestimated. Automating skin disease classification to assist doctors with their prognosis might be difficult. Nevertheless, due to efficient feature…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Jayanth Mohan , Arrun Sivasubramanian , V Sowmya , Ravi Vinayakumar

As one kind of skin cancer, melanoma is very dangerous. Dermoscopy based early detection and recarbonization strategy is critical for melanoma therapy. However, well-trained dermatologists dominant the diagnostic accuracy. In order to solve…

Computer Vision and Pattern Recognition · Computer Science 2017-03-03 Hao Chang

Skin conditions affect an estimated 1.9 billion people worldwide. A shortage of dermatologists causes long wait times and leads patients to seek dermatologic care from general practitioners. However, the diagnostic accuracy of general…

With the advancement in the technology sector spanning over every field, a huge influx of information is inevitable. Among all the opportunities that the advancements in the technology have brought, one of them is to propose efficient…

Information Retrieval · Computer Science 2021-12-14 Sudhanshu , Narinder Singh Punn , Sanjay Kumar Sonbhadra , Sonali Agarwal

Commercially available clinical decision support systems (CDSSs) for skin cancer have been designed for the detection of melanoma only. Correct use of the systems requires expert knowledge, hampering their utility for nonexperts.…

This work proposes a taxonomy for diagnosis computation methods which allows their standardized assessment, classification and comparison. The aim is to (i) give researchers and practitioners an impression of the diverse landscape of…

Artificial Intelligence · Computer Science 2024-05-17 Patrick Rodler

Energy systems optimisation models are a leading tool for informing decisions in the energy transition. However, these models often remain opaque, and results are frequently presented without a clear discussion of their epistemic…

Deep learning (DL) models have received particular attention in medical imaging due to their promising pattern recognition capabilities. However, Deep Neural Networks (DNNs) require a huge amount of data, and because of the lack of…

Image and Video Processing · Electrical Eng. & Systems 2021-07-27 Donya Khaledyan , AmirReza Tajally , Ali Sarkhosh , Afshar Shamsi , Hamzeh Asgharnezhad , Abbas Khosravi , Saeid Nahavandi

In the realm of dermatology, the complexity of diagnosing skin conditions manually necessitates the expertise of dermatologists. Accurate identification of various skin ailments, ranging from cancer to inflammatory diseases, is paramount.…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Sajib Acharjee Dip , Kazi Hasan Ibn Arif , Uddip Acharjee Shuvo , Ishtiaque Ahmed Khan , Na Meng

Skin cancer is one of the most common forms of cancer and its incidence is projected to rise over the next decade. Artificial intelligence is a viable solution to the issue of providing quality care to patients in areas lacking access to…

Computer Vision and Pattern Recognition · Computer Science 2018-08-07 Nithin D Reddy

More than 3 billion people lack access to care for skin disease. AI diagnostic tools may aid in early skin cancer detection; however most models have not been assessed on images of diverse skin tones or uncommon diseases. To address this,…

This research focuses on evaluating and enhancing data readiness for the development of an Artificial Intelligence (AI)-based Clinical Decision Support System (CDSS) in the context of skin cancer treatment. The study, conducted at the Skin…

Artificial Intelligence · Computer Science 2025-03-13 Joscha Grüger , Tobias Geyer , Tobias Brix , Michael Storck , Sonja Leson , Laura Bley , Carsten Weishaupt , Ralph Bergmann , Stephan A. Braun

Skin diseases can arise from infections, allergies, genetic factors, autoimmune disorders, hormonal imbalances, or environmental triggers such as sun damage and pollution. Some skin diseases, such as Actinic Keratosis and Psoriasis, can be…

Computer Vision and Pattern Recognition · Computer Science 2025-01-24 Fahud Ahmmed , Md. Zaheer Raihan , Kamnur Nahar , D. M. Asadujjaman , Md. Mahfujur Rahman , Abdullah Tamim

Melanoma is a type of skin cancer with the most rapidly increasing incidence. Early detection of melanoma using dermoscopy images significantly increases patients' survival rate. However, accurately classifying skin lesions by eye,…

Computer Vision and Pattern Recognition · Computer Science 2019-02-14 Xiaoxiao Li , Junyan Wu , Eric Z. Chen , Hongda Jiang

A key step in medical diagnosis is giving the patient a universally recognized label (e.g. Appendicitis) which essentially assigns the patient to a class(es) of patients with similar body failures. However, two patients having the same…

Artificial Intelligence · Computer Science 2019-09-10 Moshe BenBassat

This work introduces the key operating principles for autrainer, our new deep learning training framework for computer audition tasks. autrainer is a PyTorch-based toolkit that allows for rapid, reproducible, and easily extensible training…

Sound · Computer Science 2025-04-11 Simon Rampp , Andreas Triantafyllopoulos , Manuel Milling , Björn W. Schuller

Cancer, in general, is very deadly. Timely treatment of any cancer is the key to saving a life. Skin cancer is no exception. There have been thousands of Skin Cancer cases registered per year all over the world. There have been 123,000…

Computer Vision and Pattern Recognition · Computer Science 2020-06-16 Kaushil Mangaroliya , Mitt Shah

Automated skin lesion analysis for simultaneous detection and recognition is still challenging for inter-class homogeneity and intra-class heterogeneity, leading to low generic capability of a Single Convolutional Neural Network (CNN) with…

There are a lot of hidden dangers in the change of human skin conditions, such as the sunburn caused by long-time exposure to ultraviolet radiation, which not only has aesthetic impact causing psychological depression and lack of…

Computer Vision and Pattern Recognition · Computer Science 2019-06-06 Min Chen , Ping Zhou , Di Wu , Long Hu , Mohammad Mehedi Hassan , Atif Alamri