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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

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…

Computer Vision and Pattern Recognition · Computer Science 2024-06-18 Yubiao Yue , Xiaoqiang Shi , Li Qin , Xinyue Zhang , Jialong Xu , Zipei Zheng , Zhenzhang Li , Yang Li

In recent months, the monkeypox (mpox) virus -- previously endemic in a limited area of the world -- has started spreading in multiple countries until being declared a ``public health emergency of international concern'' by the World Health…

Image and Video Processing · Electrical Eng. & Systems 2023-05-31 Mattia Giovanni Campana , Marco Colussi , Franca Delmastro , Sergio Mascetti , Elena Pagani

Due to the lack of effective mpox detection tools, the mpox virus continues to spread worldwide and has once again been declared a public health emergency of international concern by the World Health Organization. Lightweight deep learning…

Computer Vision and Pattern Recognition · Computer Science 2024-09-17 Yubiao Yue , Jun Xue , Haihuang Liang , Zhenzhang Li , Yufeng Wang

Context: Mpox is a zoonotic disease caused by the Mpox virus, which shares similarities with other skin conditions, making accurate early diagnosis challenging. Artificial intelligence (AI), especially Deep Learning (DL), has a strong tool…

Computer Vision and Pattern Recognition · Computer Science 2025-07-23 Mohammad Asifur Rahim , Muhammad Nazmul Arefin , Md. Mizanur Rahman , Md Ali Hossain , Ahmed Moustafa

Swift and accurate diagnosis for earlier-stage monkeypox (mpox) patients is crucial to avoiding its spread. However, the similarities between common skin disorders and mpox and the need for professional diagnosis unavoidably impaired the…

Image and Video Processing · Electrical Eng. & Systems 2024-06-18 Yubiao Yue , Minghua Jiang , Xinyue Zhang , Jialong Xu , Huacong Ye , Fan Zhang , Zhenzhang Li , Yang Li

Artificial Intelligence applications have shown promise in the management of pandemics and have been widely used to assist the identification, classification, and diagnosis of medical images. In response to the global outbreak of Monkeypox…

Computer Vision and Pattern Recognition · Computer Science 2024-04-29 Rayner Kay Jin Tan , Dilruk Perera , Salomi Arasaratnam , Yudara Kularathne

In the aftermath of the COVID-19 pandemic and amid accelerating climate change, emerging infectious diseases, particularly those arising from zoonotic spillover, remain a global threat. Mpox (caused by the monkeypox virus) is a notable…

Image and Video Processing · Electrical Eng. & Systems 2024-11-19 Xu Cao , Wenqian Ye , Kenny Moise , Megan Coffee

Since mpox can spread from person to person, it is a zoonotic viral illness that poses a significant public health concern. It is difficult to make an early clinical diagnosis because of how closely its symptoms match those of measles and…

Computer Vision and Pattern Recognition · Computer Science 2025-05-06 Md. Zahid Hossain , Md. Rakibul Islam , Most. Sharmin Sultana Samu

Monkeypox (MPox) is a zoonotic infectious disease induced by the MPox Virus, part of the poxviridae orthopoxvirus group initially discovered in Africa and gained global attention in mid-2022 with cases reported outside endemic areas.…

Image and Video Processing · Electrical Eng. & Systems 2023-11-27 Saddam Hussain Khan , Rashid Iqbal , Saeeda Naz

Due to the lack of efficient mpox diagnostic technology, mpox cases continue to increase. Recently, the great potential of deep learning models in detecting mpox and non-mpox has been proven. However, existing models learn image…

Image and Video Processing · Electrical Eng. & Systems 2023-10-11 Yubiao Yue , Zhenzhang Li

Monkeypox virus (MPXV) is a zoonotic virus that poses a significant threat to public health, particularly in remote parts of Central and West Africa. Early detection of monkeypox lesions is crucial for effective treatment. However, due to…

Computer Vision and Pattern Recognition · Computer Science 2026-02-11 Fatema Jannat Dihan , Saydul Akbar Murad

The rapid diagnosis of infectious diseases, such as monkeypox, is crucial for effective containment and treatment, particularly in resource-constrained environments. This study presents an AI-driven diagnostic tool developed for deployment…

The global outbreak of the Mpox virus, classified as a Public Health Emergency of International Concern (PHEIC) by the World Health Organization, presents significant diagnostic challenges due to its visual similarity to other skin lesion…

Image and Video Processing · Electrical Eng. & Systems 2025-08-19 Ayush Deshmukh

Monkeypox virus is emerging slowly with the decline of COVID-19 virus infections around the world. People are afraid of it, thinking that it would appear as a pandemic like COVID-19. As such, it is crucial to detect them earlier before…

Image and Video Processing · Electrical Eng. & Systems 2022-10-07 Chiranjibi Sitaula , Tej Bahadur Shahi

Orthopoxvirus infections must be accurately classified from medical pictures for an easy and early diagnosis and epidemic prevention. The necessity for automated and scalable solutions is highlighted by the fact that traditional diagnostic…

Computer Vision and Pattern Recognition · Computer Science 2025-06-09 Alejandro Puente-Castro , Enrique Fernandez-Blanco , Daniel Rivero , Andres Molares-Ulloa

Monkeypox is a zoonotic disease. About 87000 cases of monkeypox were confirmed by the World Health Organization until 10th June 2023. The most prevalent methods for identifying this disease are image-based recognition techniques. Still,…

Machine Learning · Computer Science 2023-11-01 Alireza Farzipour , Roya Elmi , Hamid Nasiri

The recent global spread of monkeypox, particularly in regions where it has not historically been prevalent, has raised significant public health concerns. Early and accurate diagnosis is critical for effective disease management and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-25 Ahmadreza Shateri , Negar Nourani , Morteza Dorrigiv , Hamid Nasiri

Monkeypox is a viral disease characterized by distinctive skin lesions and has been reported in many countries. The recent global outbreak has emphasized the urgent need for scalable, accessible, and accurate diagnostic solutions to support…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Huda Alghoraibi , Nuha Alqurashi , Sarah Alotaibi , Renad Alkhudaydi , Bdoor Aldajani , Lubna Alqurashi , Jood Batweel , Maha A. Thafar

The recent monkeypox outbreak has become a public health concern due to its rapid spread in more than 40 countries outside Africa. Clinical diagnosis of monkeypox in an early stage is challenging due to its similarity with chickenpox and…

Computer Vision and Pattern Recognition · Computer Science 2022-07-08 Shams Nafisa Ali , Md. Tazuddin Ahmed , Joydip Paul , Tasnim Jahan , S. M. Sakeef Sani , Nawsabah Noor , Taufiq Hasan
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