In this research work, a new automated framework is proposed for multiclass skin lesion classification. The proposed framework consists of a series of steps. In the first step, augmentation is performed. For the augmentation process, three operations are performed: rotate 90, right...
SkiNet: A Deep Learning Solution for Skin Lesion Diagnosis with Uncertainty Estimation and Explainability 来自 arXiv.org 喜欢 0 阅读量: 72 作者:RK Singh,R Gorantla,SG Allada,N Pratap 摘要: Skin cancer is considered to be the most common human malignancy. Around 5 million new cases of skin...
Skin conditions affect 1.9 billion people. Because of a shortage of dermatologists, most cases are seen instead by general practitioners with lower diagnostic accuracy. We present a deep learning system (DLS) to provide a differential diagnosis of skin c
{Deeply Supervised Skin Lesions Diagnosis With Stage and Branch Attention}, year={2024}, volume={28}, number={2}, pages={719-729}, keywords={Skin;Lesions;Feature extraction;Convolution;Transformers;Training;Computational modeling;Attention;deep supervision;disease classification;skin lesion;vision ...
(2019) Skin lesion analysis toward melanoma detection 2018: a challenge hosted by the international skin imaging collaboration (isic). arXiv preprint arXiv:1902.03368 Codella NC, Gutman D, Celebi M.E, Helba B, Marchetti MA, Dusza SW, Kalloo A, Liopyris K, Mishra N, Kittler H, et al (...
FixCaps: An Improved Capsules Network for Diagnosis of Skin Cancer,DOI: 10.1109/ACCESS.2022.3181225 - Woodman718/FixCaps
Wortham NC, Tomlinson IP (2005) Dercum’s disease. Skinmed 4(3):157–162 ArticlePubMedGoogle Scholar Rodriguez-Jurado R, Palacios C, Duran-Mckinster C et al. (2004) Medallion-like dermal dendrocyte hamartoma: a new clinically and histopathologically distinct lesion. J Am Acad Dermatol 51(...
Venous malformations (VMs) are local, congenital lesions of distorted slow-flow venous-like vessels, generally appearing as a blue skin discoloration when the lesion is superficial or as a soft subcutaneous mass. The first-line treatment for symptomatic VMs is typically sclerotherapy. A sclerosing ...
Ref. 19 introduced federated contrastive learning for dermatological disease diagnosis via on-device learning. Other studies have indicated that utilizing contrastive learning methods to combine multi-level features of skin lesion images can enhance the accuracy of diagnosing skin diseases20,21. However, ...
Large language models (LLMs) are seen to have tremendous potential in advancing medical diagnosis recently, particularly in dermatological diagnosis, which is a very important task as skin and subcutaneous diseases rank high among the leading contributors to the global burden of nonfatal diseases. Her...