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Melanoma is a leading cause of deaths due to skin cancer deaths and hence, early and effective diagnosis of melanoma is of interest. Current approaches for automated diagnosis of melanoma either use pattern recognition or analytical…

计算机视觉与模式识别 · 计算机科学 2021-06-16 Prathyusha Akundi , Soumyasis Gun , Jayanthi Sivaswamy

This work summarizes the results of the largest skin image analysis challenge in the world, hosted by the International Skin Imaging Collaboration (ISIC), a global partnership that has organized the world's largest public repository of…

Melanoma is the most aggressive form of skin cancer, and early detection can significantly increase survival rates and prevent cancer spread. However, developing reliable automated detection techniques is difficult due to the lack of…

计算机视觉与模式识别 · 计算机科学 2024-03-25 SangHyuk Kim , Edward Gaibor , Daniel Haehn

The presence of certain clinical dermoscopic features within a skin lesion may indicate melanoma, and automatically detecting these features may lead to more quantitative and reproducible diagnoses. We reformulate the task of classifying…

计算机视觉与模式识别 · 计算机科学 2019-03-28 Jeremy Kawahara , Ghassan Hamarneh

Malignant melanoma is the deadliest form of skin cancer and, in recent years, is rapidly growing in terms of the incidence worldwide rate. The most effective approach to targeted treatment is early diagnosis. Deep learning algorithms,…

图像与视频处理 · 电气工程与系统科学 2020-09-21 Mario Manzo , Simone Pellino

This study focuses on automatic skin cancer detection using a Meta-learning approach for dermoscopic images. The aim of this study is to explore the benefits of the generalization of the knowledge extracted from non-medical data in the…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Sara I. Garcia

Melanoma is a curable aggressive skin cancer if detected early. Typically, the diagnosis involves initial screening with subsequent biopsy and histopathological examination if necessary. Computer aided diagnosis offers an objective score…

计算机视觉与模式识别 · 计算机科学 2018-04-12 Xin Yi , Ekta Walia , Paul Babyn

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…

计算机视觉与模式识别 · 计算机科学 2020-06-16 Kaushil Mangaroliya , Mitt Shah

Skin cancer is a major public health problem, as is the most common type of cancer and represents more than half of cancer diagnoses worldwide. Early detection influences the outcome of the disease and motivates our work. We investigate the…

计算机视觉与模式识别 · 计算机科学 2017-03-16 Cristina Nader Vasconcelos , Bárbara Nader Vasconcelos

Over the last decades, the incidence of skin cancer, melanoma and non-melanoma, has increased at a continuous rate. In particular for melanoma, the deadliest type of skin cancer, early detection is important to increase patient prognosis.…

图像与视频处理 · 电气工程与系统科学 2021-04-30 Breno Krohling , Pedro B. C. Castro , Andre G. C. Pacheco , Renato A. Krohling

Early detection of skin cancer, particularly melanoma, is crucial to enable advanced treatment. Due to the rapid growth in the numbers of skin cancers, there is a growing need of computerized analysis for skin lesions. The state-of-the-art…

图像与视频处理 · 电气工程与系统科学 2019-07-31 Manu Goyal , Amanda Oakley , Priyanka Bansal , Darren Dancey , Moi Hoon Yap

A key component towards an improved and fast cancer diagnosis is the development of computer-assisted tools. In this article, we present the solution that won the SegPC-2021 competition for the segmentation of multiple myeloma plasma cells…

图像与视频处理 · 电气工程与系统科学 2021-11-10 Álvaro García Faura , Dejan Štepec , Tomaž Martinčič , Danijel Skočaj

Skin lesion segmentation is one of the crucial steps for an efficient non-invasive computer-aided early diagnosis of melanoma. This paper investigates how color information, besides saliency, can be used to determine the pigmented lesion…

图像与视频处理 · 电气工程与系统科学 2021-11-08 Giuliana Ramella

Skin cancer is a fatal manifestation of cancer. Unrepaired deoxyribo-nucleic acid (DNA) in skin cells, causes genetic defects in the skin and leads to skin cancer. To deal with lethal mortality rates coupled with skyrocketing costs of…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Sanya Sinha , Nilay Gupta

We investigate the design of an entire mobile imaging system for early detection of melanoma. Different from previous work, we focus on smartphone-captured visible light images. Our design addresses two major challenges. First, images…

计算机视觉与模式识别 · 计算机科学 2018-02-27 T. -T. Do , T. Hoang , V. Pomponiu , Y. Zhou , Z. Chen , N. -M. Cheung , D. Koh , A. Tan , S. -H. Tan

Skin lesions are conditions that appear on a patient due to many different reasons. One of these can be because of an abnormal growth in skin tissue, defined as cancer. This disease plagues more than 14.1 million patients and had been the…

计算机视觉与模式识别 · 计算机科学 2018-12-07 Danilo Barros Mendes , Nilton Correia da Silva

Skin cancer is a fatal disease that takes a heavy toll over human lives annually. The colored skin images show a significant degree of resemblance between different skin lesions such as melanoma and nevus, making identification and…

图像与视频处理 · 电气工程与系统科学 2023-04-07 Sanya Sinha , Nilay Gupta

Melanoma is the most lethal form of skin cancer, and early detection is critical for improving patient outcomes. Although dermoscopy combined with deep learning has advanced automated skin-lesion analysis, progress is hindered by limited…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Pei-Yu Lin , Yidan Shen , Neville Mathew , Renjie Hu , Siyu Huang , Courtney M. Queen , Cameron E. West , Ana Ciurea , George Zouridakis

Malignant melanoma is a common skin cancer that is mostly curable before metastasis -when growths spawn in organs away from the original site. Melanoma is the most dangerous type of skin cancer if left untreated due to the high risk of…

图像与视频处理 · 电气工程与系统科学 2021-09-23 Vidushi Meel , Asritha Bodepudi

Melanoma is a type of cancer that begins in the cells controlling the pigment of the skin, and it is often referred to as the most dangerous skin cancer. Diagnosing melanoma can be time-consuming, and a recent increase in melanoma incidents…

图像与视频处理 · 电气工程与系统科学 2023-12-15 Marie Bø-Sande , Edvin Benjaminsen , Neel Kanwal , Saul Fuster , Helga Hardardottir , Ingrid Lundal , Emiel A. M. Janssen , Kjersti Engan