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Skin cancer is considered to be the most common human malignancy. Around 5 million new cases of skin cancer are recorded in the United States annually. Early identification and evaluation of skin lesions is of great clinical significance,…

Computer Vision and Pattern Recognition · Computer Science 2021-01-01 Rajeev Kumar Singh , Rohan Gorantla , Sai Giridhar Allada , Narra Pratap

Convolutional Neural Networks have demonstrated human-level performance in the classification of melanoma and other skin lesions, but evident performance disparities between differing skin tones should be addressed before widespread…

Image and Video Processing · Electrical Eng. & Systems 2022-08-01 Peter J. Bevan , Amir Atapour-Abarghouei

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…

Computer Vision and Pattern Recognition · Computer Science 2017-03-13 Wenhao Zhang , Liangcai Gao , Runtao Liu

Skin cancer detection is challenging since different types of skin lesions share high similarities. This paper proposes a computer-based deep learning approach that will accurately identify different kinds of skin lesions. Deep learning…

Computer Vision and Pattern Recognition · Computer Science 2023-03-15 Mst Shapna Akter , Hossain Shahriar , Sweta Sneha , Alfredo Cuzzocrea

Skin cancer is a major concern to public health, accounting for one-third of the reported cancers. If not detected early, the cancer has the potential for severe consequences. Recognizing the critical need for effective skin cancer…

Image and Video Processing · Electrical Eng. & Systems 2024-07-01 Niful Islam , Khan Md Hasib , Fahmida Akter Joti , Asif Karim , Sami Azam

Accurate and unbiased examinations of skin lesions are critical for the early diagnosis and treatment of skin diseases. Visual features of skin lesions vary significantly because the images are collected from patients with different lesion…

Image and Video Processing · Electrical Eng. & Systems 2025-02-20 Wei Dai , Rui Liu , Tianyi Wu , Min Wang , Jianqin Yin , Jun Liu

Skin cancer is a major public health problem around the world. Its early detection is very important to increase patient prognostics. However, the lack of qualified professionals and medical instruments are significant issues in this field.…

Image and Video Processing · Electrical Eng. & Systems 2019-12-09 Andre G. C. Pacheco , Renato A. Krohling

Melanoma is not the most common form of skin cancer, but it is the most deadly. Currently, the disease is diagnosed by expert dermatologists, which is costly and requires timely access to medical treatment. Recent advances in deep learning…

Computer Vision and Pattern Recognition · Computer Science 2020-11-19 Emma Rocheteau , Doyoon Kim

Automatic melanoma segmentation is essential for early skin cancer detection, yet challenges arise from the heterogeneity of melanoma, as well as interfering factors like blurred boundaries, low contrast, and imaging artifacts. While…

Image and Video Processing · Electrical Eng. & Systems 2026-03-31 Zhuoyi Fang , Jiajia Liu , Kexuan Shi , Qiang Han

Skin cancer is one of the most prevalent forms of human cancer. It is recognized mainly visually, beginning with clinical screening and continuing with the dermoscopic examination, histological assessment, and specimen collection. Deep…

Computer Vision and Pattern Recognition · Computer Science 2023-02-03 Ghanta Sai Krishna , Kundrapu Supriya , Mallikharjuna Rao K , Meetiksha Sorgile

Alzheimer's disease (AD) is the most common long-term illness in elderly people. In recent years, deep learning has become popular in the area of medical imaging and has had a lot of success there. It has become the most effective way to…

Computer Vision and Pattern Recognition · Computer Science 2023-10-16 Mahin Khan Mahadi , Abdullah Abdullah , Jamal Uddin , Asif Newaz

Breast cancer is one of the leading causes of death across the world in women. Early diagnosis of this type of cancer is critical for treatment and patient care. Computer-aided detection (CAD) systems using convolutional neural networks…

Image and Video Processing · Electrical Eng. & Systems 2019-09-27 Sara Hosseinzadeh Kassani , Peyman Hosseinzadeh Kassani , Michal J. Wesolowski , Kevin A. Schneider , Ralph Deters

This paper reports the methods and techniques we have developed for classify dermoscopic images (task 1) of the ISIC 2019 challenge dataset for skin lesion classification, our approach aims to use ensemble deep neural network with some…

Image and Video Processing · Electrical Eng. & Systems 2019-11-19 Alla Eddine Guissous

Accurate skin cancer diagnosis is vital for early treatment and improved patient outcomes. Deep learning (DL) models have shown promise in automating skin cancer classification, yet challenges remain due to data scarcity and limited…

Computer Vision and Pattern Recognition · Computer Science 2025-09-25 Hamzeh Asgharnezhad , Pegah Tabarisaadi , Abbas Khosravi , Roohallah Alizadehsani , U. Rajendra Acharya

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…

Computer Vision and Pattern Recognition · Computer Science 2018-07-25 Manu Goyal , Jiahua Ng , Moi Hoon Yap

This article presents a Deep CNN, based on the DenseNet architecture jointly with a highly discriminating learning methodology, in order to classify seven kinds of skin lesions: Melanoma, Melanocytic nevus, Basal cell carcinoma, Actinic…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Pierluigi Carcagnì , Andrea Cuna , Cosimo Distante

Rosacea, which is a chronic inflammatory skin condition that manifests with facial redness, papules, and visible blood vessels, often requirs precise and early detection for significantly improving treatment effectiveness. This paper…

Computer Vision and Pattern Recognition · Computer Science 2025-09-15 Chengyu Yang , Rishik Reddy Yesgari , Chengjun Liu

In this report we propose a classification technique for skin lesion images as a part of our submission for ISIC 2018 Challenge in Skin Lesion Analysis Towards Melanoma Detection. Our data was extracted from the ISIC 2018: Skin Lesion…

Computer Vision and Pattern Recognition · Computer Science 2018-07-26 Suhita Ray

The recent 'Mpox' outbreak, formerly known as 'Monkeypox', has become a significant public health concern and has spread to over 110 countries globally. The challenge of clinically diagnosing mpox early on is due, in part, to its similarity…

Computer Vision and Pattern Recognition · Computer Science 2023-06-27 Shams Nafisa Ali , Md. Tazuddin Ahmed , Tasnim Jahan , Joydip Paul , S. M. Sakeef Sani , Nawsabah Noor , Anzirun Nahar Asma , Taufiq Hasan

Cancer is a leading cause of death worldwide, necessitating advancements in early detection and treatment technologies. In this paper, we present a novel and highly efficient melanoma detection framework that synergistically combines the…

Image and Video Processing · Electrical Eng. & Systems 2024-08-05 Peng Zhang , Divya Chaudhary