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Related papers: Mpox Detection Advanced: Rapid Epidemic Response T…

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Rapid development of disease detection computer vision models is vital in response to urgent medical crises like epidemics or events of bioterrorism. However, traditional data gathering methods are too slow for these scenarios necessitating…

Computer Vision and Pattern Recognition · Computer Science 2024-02-06 Yudara Kularathne , Prathapa Janitha , Sithira Ambepitiya , Thanveer Ahamed , Dinuka Wijesundara , Prarththanan Sothyrajah

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

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

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…

Image and Video Processing · Electrical Eng. & Systems 2024-09-09 Yudara Kularathne , Prathapa Janitha , Sithira Ambepitiya

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

This study explores the utilization of Dermatoscopic synthetic data generated through stable diffusion models as a strategy for enhancing the robustness of machine learning model training. Synthetic data generation plays a pivotal role in…

Computer Vision and Pattern Recognition · Computer Science 2025-01-17 Muhammad Ali Farooq , Wang Yao , Michael Schukat , Mark A Little , Peter Corcoran

Paucity of medical data severely limits the generalizability of diagnostic ML models, as the full spectrum of disease variability can not be represented by a small clinical dataset. To address this, diffusion models (DMs) have been…

Computer Vision and Pattern Recognition · Computer Science 2025-10-23 Janet Wang , Yunbei Zhang , Zhengming Ding , Jihun Hamm

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

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 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

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

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

Precise human mesh recovery (HMR) from multi-view images remains challenging: end-to-end methods produce entangled errors hard to localize, while fitting-based methods rely on sparse keypoints that provide limited surface constraints. We…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Renke Wang , Zhenyu Zhang , Ying Tai , Jun Li , Jian Yang

The recent monkeypox outbreak has raised significant public health concerns due to its rapid spread across multiple countries. Monkeypox can be difficult to distinguish from chickenpox and measles in the early stages because the symptoms of…

Image and Video Processing · Electrical Eng. & Systems 2024-08-14 Niloy Kumar Kundu , Mainul Karim , Sarah Kobir , Dewan Md. Farid

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 (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

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

Generative models capable of capturing nuanced clinical features in medical images hold great promise for facilitating clinical data sharing, enhancing rare disease datasets, and efficiently synthesizing annotated medical images at scale.…

Image and Video Processing · Electrical Eng. & Systems 2023-06-23 Shenghuan Sun , Gregory M. Goldgof , Atul Butte , Ahmed M. Alaa

Vision-based object detectors are a crucial basis for robotics applications as they provide valuable information about object localisation in the environment. These need to ensure high reliability in different lighting conditions,…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Ritvik Singh , Jingzhou Liu , Karl Van Wyk , Yu-Wei Chao , Jean-Francois Lafleche , Florian Shkurti , Nathan Ratliff , Ankur Handa
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