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Melanoma is a sort of skin cancer that starts in the cells known as melanocytes. It is more dangerous than other types of skin cancer because it can spread to other organs. Melanoma can be fatal if it spreads to other parts of the body.…

图像与视频处理 · 电气工程与系统科学 2023-12-05 Md. Fahim Uddin , Nafisa Tafshir , Mohammad Monirujjaman Khan

Deep learning methods have demonstrated strong performance in objection tasks; however, their ability to learn domain-specific applications with limited training data remains a significant challenge. Transfer learning techniques address…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Fabian Vazquez , Jose Angel Nuñez , Xiaoyan Fu , Pengfei Gu , Bin Fu

This paper introduces a deep-learning based efficient classifier for common dermatological conditions, aimed at people without easy access to skin specialists. We report approximately 80% accuracy, in a situation where primary care doctors…

机器学习 · 统计学 2018-08-01 Sourav Mishra , Toshihiko Yamasaki , Hideaki Imaizumi

Pneumonia is caused by viruses, bacteria, or fungi that infect the lungs, which, if not diagnosed, can be fatal and lead to respiratory failure. More than 250,000 individuals in the United States, mainly adults, are diagnosed with pneumonia…

图像与视频处理 · 电气工程与系统科学 2021-02-18 Sagar Kora Venu

Leaf disease is a common fatal disease for plants. Early diagnosis and detection is necessary in order to improve the prognosis of leaf diseases affecting plant. For predicting leaf disease, several automated systems have already been…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Sumaya Mustofa , Md Mehedi Hasan Munna , Yousuf Rayhan Emon , Golam Rabbany , Md Taimur Ahad

In the last decades, the area under cultivation of maize products has increased because of its essential role in the food cycle for humans, livestock, and poultry. Moreover, the diseases of plants impact food safety and can significantly…

计算机视觉与模式识别 · 计算机科学 2022-05-10 Saeedeh Osouli , Behrouz Bolourian Haghighi , Ehsan Sadrossadat

Machine learning has been an emerging tool for various aspects of infectious diseases including tuberculosis surveillance and detection. However, WHO provided no recommendations on using computer-aided tuberculosis detection software…

计算机视觉与模式识别 · 计算机科学 2020-08-04 Seelwan Sathitratanacheewin , Krit Pongpirul

The brain is a highly complex organ that manages many important tasks, including movement, memory and thinking. Brain-related conditions, like tumors and degenerative disorders, can be hard to diagnose and treat. Magnetic Resonance Imaging…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Shuvashis Sarker , Shamim Rahim Refat , Faika Fairuj Preotee , Shifat Islam , Tashreef Muhammad , Mohammad Ashraful Hoque

Background: The 2024 Mpox outbreak, particularly severe in Africa with clade 1b emergence, has highlighted critical gaps in diagnostic capabilities in resource-limited settings. This study aimed to develop and validate an artificial…

图像与视频处理 · 电气工程与系统科学 2024-09-09 Yudara Kularathne , Prathapa Janitha , Sithira Ambepitiya

Due to the absence of more efficient diagnostic tools, the spread of mpox continues to be unchecked. Although related studies have demonstrated the high efficiency of deep learning models in diagnosing mpox, key aspects such as model…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Yubiao Yue , Xiaoqiang Shi , Li Qin , Xinyue Zhang , Jialong Xu , Zipei Zheng , Zhenzhang Li , Yang Li

A key issue in critical contexts such as medical diagnosis is the interpretability of the deep learning models adopted in decision-making systems. Research in eXplainable Artificial Intelligence (XAI) is trying to solve this issue. However,…

计算机视觉与模式识别 · 计算机科学 2021-11-24 Carlo Metta , Andrea Beretta , Riccardo Guidotti , Yuan Yin , Patrick Gallinari , Salvatore Rinzivillo , Fosca Giannotti

Skin lesions can be an early indicator of a wide range of infectious and other diseases. The use of deep learning (DL) models to diagnose skin lesions has great potential in assisting clinicians with prescreening patients. However, these…

计算机视觉与模式识别 · 计算机科学 2022-03-01 Haolin Yuan , Armin Hadzic , William Paul , Daniella Villegas de Flores , Philip Mathew , John Aucott , Yinzhi Cao , Philippe Burlina

Skin diseases are among the most prevalent health concerns worldwide, yet conventional diagnostic methods are often costly, complex, and unavailable in low-resource settings. Automated classification using deep learning has emerged as a…

计算机视觉与模式识别 · 计算机科学 2025-09-08 Asif Newaz , Masum Mushfiq Ishti , A Z M Ashraful Azam , Asif Ur Rahman Adib

Bone health studies are crucial in medical practice for the early detection and treatment of Osteopenia and Osteoporosis. Clinicians usually make a diagnosis based on densitometry (DEXA scans) and patient history. The applications of AI in…

计算机视觉与模式识别 · 计算机科学 2025-10-10 Alvaro Lopez Pellicer , Andre Mariucci , Plamen Angelov , Marwan Bukhari , Jemma G. Kerns

Plant disease detection is a huge problem and often require professional help to detect the disease. This research focuses on creating a deep learning model that detects the type of disease that affected the plant from the images of the…

计算机视觉与模式识别 · 计算机科学 2020-03-12 Anjaneya Teja Sarma Kalvakolanu

Knowledge transfer impacts the performance of deep learning -- the state of the art for image classification tasks, including automated melanoma screening. Deep learning's greed for large amounts of training data poses a challenge for…

计算机视觉与模式识别 · 计算机科学 2018-03-28 Afonso Menegola , Michel Fornaciali , Ramon Pires , Flávia Vasques Bittencourt , Sandra Avila , Eduardo Valle

Background: Lung disease is a significant health issue, particularly in children and elderly individuals. It often results from lung infections and is one of the leading causes of mortality in children. Globally, lung-related diseases claim…

图像与视频处理 · 电气工程与系统科学 2025-03-26 Muhammad Ahmad , Sardar Usman , Ildar Batyrshin , Muhammad Muzammil , K. Sajid , M. Hasnain , Muhammad Jalal , Grigori Sidorov

Pneumonia has been one of the fatal diseases and has the potential to result in severe consequences within a short period of time, due to the flow of fluid in lungs, which leads to drowning. If not acted upon by drugs at the right time,…

计算机视觉与模式识别 · 计算机科学 2019-04-02 Can Jozef Saul , Deniz Yagmur Urey , Can Doruk Taktakoglu

Monitoring the spread of disease-carrying mosquitoes is a first and necessary step to control severe diseases such as dengue, chikungunya, Zika or yellow fever. Previous citizen science projects have been able to obtain large image datasets…

计算机视觉与模式识别 · 计算机科学 2021-11-01 Gereziher Adhane , Mohammad Mahdi Dehshibi , David Masip

Pneumonia, particularly when induced by diseases like COVID-19, remains a critical global health challenge requiring rapid and accurate diagnosis. This study presents a comprehensive comparison of traditional machine learning and…

图像与视频处理 · 电气工程与系统科学 2025-07-16 Gaurav Singh