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Skin cancer, the most common human malignancy, is primarily diagnosed visually by physicians [1]. Classification with an automated method like CNN [2, 3] shows potential for challenging tasks [1]. By now, the deep convolutional neural…

计算机视觉与模式识别 · 计算机科学 2017-03-13 Wenhao Zhang , Liangcai Gao , Runtao Liu

In this paper, we studied extensively on different deep learning based methods to detect melanoma and skin lesion cancers. Melanoma, a form of malignant skin cancer is very threatening to health. Proper diagnosis of melanoma at an earlier…

计算机视觉与模式识别 · 计算机科学 2019-01-31 Md Ashraful Alam Milton

Skin cancer is one of the most threatening diseases worldwide. However, diagnosing skin cancer correctly is challenging. Recently, deep learning algorithms have emerged to achieve excellent performance on various tasks. Particularly, they…

图像与视频处理 · 电气工程与系统科学 2020-12-08 Hongfeng Li , Yini Pan , Jie Zhao , Li Zhang

This paper presents a deep learning framework for image classification aimed at increasing predictive performance for Cytotoxic Edema (CE) diagnosis in infants and children. The proposed framework includes two 3D network architectures…

Celiac Disease (CD) and Environmental Enteropathy (EE) are common causes of malnutrition and adversely impact normal childhood development. Both conditions require a tissue biopsy for diagnosis and a major challenge of interpreting clinical…

机器学习 · 计算机科学 2020-11-12 Kamran Kowsari

The skin, as the largest organ of the human body, is vulnerable to a diverse array of conditions collectively known as skin lesions, which encompass various dermatoses. Diagnosing these lesions presents significant challenges for medical…

图像与视频处理 · 电气工程与系统科学 2025-01-13 Sauda Adiv Hanum , Ashim Dey , Muhammad Ashad Kabir

Skin cancer is by far in top-3 of the world's most common cancer. Among different skin cancer types, melanoma is particularly dangerous because of its ability to metastasize. Early detection is the key to success in skin cancer treatment.…

人工智能 · 计算机科学 2020-09-15 Duyen N. T. Le , Hieu X. Le , Lua T. Ngo , Hoan T. Ngo

Abnormalities in retinal fundus images may indicate certain pathologies such as diabetic retinopathy, hypertension, stroke, glaucoma, retinal macular edema, venous occlusion, and atherosclerosis, making the study and analysis of retinal…

图像与视频处理 · 电气工程与系统科学 2024-05-28 Yuzhuo Chen , Zetong Chen , Yuanyuan Liu

The task of grading atopic dermatitis (or AD, a form of eczema) from patient images is difficult even for trained dermatologists. Research on automating this task has progressed in recent years with the development of deep learning…

计算机视觉与模式识别 · 计算机科学 2025-05-26 Marc Lalonde , Hamed Ghodrati

In recent years, large strides have been taken in developing machine learning methods for dermatological applications, supported in part by the success of deep learning (DL). To date, diagnosing diseases from images is one of the most…

计算机视觉与模式识别 · 计算机科学 2023-02-24 Raluca Jalaboi , Ole Winther , Alfiia Galimzianova

A lot of time is spent searching for the most performing data mining algorithms applied in clinical diagnosis. The study set out to identify the most performing predictive data mining algorithms applied in the diagnosis of…

机器学习 · 计算机科学 2015-01-06 Kwetishe Danjuma , Adenike O. Osofisan

Automatic clinical diagnosis of retinal diseases has emerged as a promising approach to facilitate discovery in areas with limited access to specialists. Based on the fact that fundus structure and vascular disorders are the main…

计算机视觉与模式识别 · 计算机科学 2018-11-05 C. -H. Huck Yang , Fangyu Liu , Jia-Hong Huang , Meng Tian , Hiromasa Morikawa , I-Hung Lin , Yi-Chieh Liu , Hao-Hsiang Yang , Jesper Tegner

Lesion diagnosis of skin lesions is a very challenging task due to high inter-class similarities and intra-class variations in terms of color, size, site and appearance among different skin lesions. With the emergence of computer vision…

计算机视觉与模式识别 · 计算机科学 2018-07-25 Manu Goyal , Jiahua Ng , Moi Hoon Yap

Melanoma is the deadliest form of skin cancer. While curable with early detection, only highly trained specialists are capable of accurately recognizing the disease. As expertise is in limited supply, automated systems capable of…

计算机视觉与模式识别 · 计算机科学 2016-10-19 Noel Codella , Quoc-Bao Nguyen , Sharath Pankanti , David Gutman , Brian Helba , Allan Halpern , John R. Smith

Skin cancer is the most common cancer worldwide, with melanoma being the deadliest form. Dermoscopy is a skin imaging modality that has shown an improvement in the diagnosis of skin cancer compared to visual examination without support. We…

图像与视频处理 · 电气工程与系统科学 2021-01-12 Josef Steppan , Sten Hanke

Deep Learning approaches in dermatological image classification have shown promising results, yet the field faces significant methodological challenges that impede proper evaluation. This paper presents a dual contribution: first, a…

图像与视频处理 · 电气工程与系统科学 2025-02-05 Łukasz Miętkiewicz , Leon Ciechanowski , Dariusz Jemielniak

Background: Arsenicosis is a serious public health concern in South and Southeast Asia, primarily caused by long-term consumption of arsenic-contaminated water. Its early cutaneous manifestations are clinically significant but often…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Asif Newaz , Asif Ur Rahman Adib , Rajit Sahil , Mashfique Mehzad

The initial assessment of skin lesions is typically based on dermoscopic images. As this is a difficult and time-consuming task, machine learning methods using dermoscopic images have been proposed to assist human experts. Other approaches…

计算机视觉与模式识别 · 计算机科学 2020-02-06 Nils Gessert , Marcel Bengs , Alexander Schlaefer

Skin conditions are reported the 4th leading cause of nonfatal disease burden worldwide. However, given the colossal spectrum of skin disorders defined clinically and shortage in dermatology expertise, diagnosing skin conditions in a timely…

计算机视觉与模式识别 · 计算机科学 2020-07-15 Junyan Wu , Hao Jiang , Xiaowei Ding , Anudeep Konda , Jin Han , Yang Zhang , Qian Li

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…

计算机视觉与模式识别 · 计算机科学 2018-08-07 Nithin D Reddy