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Every 20 seconds, a limb is amputated somewhere in the world due to diabetes. This is a global health problem that requires a global solution. The MICCAI challenge discussed in this paper, which concerns the automated detection of diabetic…

Diabetic Foot Ulcers (DFU) that affect the lower extremities are a major complication of diabetes. Each year, more than 1 million diabetic patients undergo amputation due to failure to recognize DFU and get the proper treatment from…

Computer Vision and Pattern Recognition · Computer Science 2020-07-17 Manu Goyal , Saeed Hassanpour

Diabetic Foot Ulcer (DFU) is a condition requiring constant monitoring and evaluations for treatment. DFU patient population is on the rise and will soon outpace the available health resources. Autonomous monitoring and evaluation of DFU…

Computer Vision and Pattern Recognition · Computer Science 2023-11-29 Reza Basiri , Milos R. Popovic , Shehroz S. Khan

Recognition and analysis of Diabetic Foot Ulcers (DFU) using computerized methods is an emerging research area with the evolution of image-based machine learning algorithms. Existing research using visual computerized methods mainly focuses…

Image and Video Processing · Electrical Eng. & Systems 2020-02-11 Manu Goyal , Neil Reeves , Satyan Rajbhandari , Naseer Ahmad , Chuan Wang , Moi Hoon Yap

Globally, in 2016, one out of eleven adults suffered from Diabetes Mellitus. Diabetic Foot Ulcers (DFU) are a major complication of this disease, which if not managed properly can lead to amputation. Current clinical approaches to DFU…

Computer Vision and Pattern Recognition · Computer Science 2017-12-12 Manu Goyal , Neil D. Reeves , Adrian K. Davison , Satyan Rajbhandari , Jennifer Spragg , Moi Hoon Yap

Diabetic foot ulcers (DFUs) pose a significant challenge in healthcare, requiring precise and efficient wound assessment to enhance patient outcomes. This study introduces the Attention Diffusion Zero-shot Unsupervised System (ADZUS), a…

Image and Video Processing · Electrical Eng. & Systems 2025-04-25 Abderrachid Hamrani , Daniela Leizaola , Renato Sousa , Jose P. Ponce , Stanley Mathis , David G. Armstrong , Anuradha Godavarty

Diabetic Foot Ulcer (DFU) is a major complication of Diabetes, which if not managed properly can lead to amputation. DFU can appear anywhere on the foot and can vary in size, colour, and contrast depending on various pathologies. Current…

Computer Vision and Pattern Recognition · Computer Science 2017-08-08 Manu Goyal , Neil D. Reeves , Satyan Rajbhandari , Jennifer Spragg , Moi Hoon Yap

Identifying individual tissues, so-called tissue segmentation, in diabetic foot ulcer (DFU) images is a challenging task and little work has been published, largely due to the limited availability of a clinical image dataset. To address…

Image and Video Processing · Electrical Eng. & Systems 2024-06-25 Mrinal Kanti Dhar , Chuanbo Wang , Yash Patel , Taiyu Zhang , Jeffrey Niezgoda , Sandeep Gopalakrishnan , Keke Chen , Zeyun Yu

Diabetic foot ulcers (DFUs) are a severe complication of diabetes associated with significant morbidity, amputation risk, and healthcare burden. Developing effective continuous monitoring frameworks requires first establishing reliable…

Other Quantitative Biology · Quantitative Biology 2026-05-08 Md Tanvir Hasan Turja

Diabetic foot ulcers (DFUs) constitute a serious complication for people with diabetes. The care of DFU patients can be substantially improved through self-management, in order to achieve early-diagnosis, ulcer prevention, and complications…

Image and Video Processing · Electrical Eng. & Systems 2022-09-21 Agapi Davradou , Eftychios Protopapadakis , Maria Kaselimi , Anastasios Doulamis , Nikolaos Doulamis

Chronic wounds, including diabetic foot ulcers which affect up to one-third of people with diabetes, impose a substantial clinical and economic burden, with U.S. healthcare costs exceeding 25 billion dollars annually. Current wound…

Computer Vision and Pattern Recognition · Computer Science 2025-12-23 Moses Kiprono

This research proposes a mobile and cloud-based framework for the automatic detection of diabetic foot ulcers and conducts an investigation of its performance. The system uses a cross-platform mobile framework which enables the deployment…

Machine Learning · Computer Science 2022-01-27 Bill Cassidy , Neil D. Reeves , Joseph M. Pappachan , Naseer Ahmad , Samantha Haycocks , David Gillespie , Moi Hoon Yap

Infections in Diabetic Foot Ulcers (DFUs) can cause severe complications, including tissue death and limb amputation, highlighting the need for accurate, timely diagnosis. Previous machine learning methods have focused on identifying…

Computer Vision and Pattern Recognition · Computer Science 2025-02-28 Palawat Busaranuvong , Emmanuel Agu , Reza Saadati Fard , Deepak Kumar , Shefalika Gautam , Bengisu Tulu , Diane Strong

We introduce AiD Regen, a novel system that generates 3D wound models combining 2D semantic segmentation with 3D reconstruction so that they can be printed via 3D bio-printers during the surgery to treat diabetic foot ulcers (DFUs). AiD…

Image and Video Processing · Electrical Eng. & Systems 2023-03-06 Han Joo Chae , Seunghwan Lee , Hyewon Son , Seungyeob Han , Taebin Lim

Diabetic Foot Ulcer (DFU) is a serious skin wound requiring specialized care. However, real DFU datasets are limited, hindering clinical training and research activities. In recent years, generative adversarial networks and diffusion models…

Image and Video Processing · Electrical Eng. & Systems 2023-11-01 Reza Basiri , Karim Manji , Francois Harton , Alisha Poonja , Milos R. Popovic , Shehroz S. Khan

Diabetic foot ulcers (DFU) are one of the serious complications of diabetes that can lead to amputations and high healthcare costs. Regular monitoring and early diagnosis are critical for reducing the clinical burden and the risk of…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Gulengul Mermer , Mustafa Furkan Aksu , Gozde Ozsezer , Sevki Cetinkalp , Orhan Er , Mehmet Kemal Gullu

Chronic wounds affect 8.5 million Americans, particularly the elderly and patients with diabetes. These wounds can take up to nine months to heal, making regular care essential to ensure healing and prevent severe outcomes like limb…

Machine Learning · Computer Science 2025-01-24 Reza Saadati Fard , Emmanuel Agu , Palawat Busaranuvong , Deepak Kumar , Shefalika Gautam , Bengisu Tulu , Diane Strong

DFU is a severe complication of diabetes that can lead to amputation of the lower limb if not treated properly. Inspired by the 2021 Diabetic Foot Ulcer Grand Challenge, researchers designed automated multi-class classification of DFU,…

Computer Vision and Pattern Recognition · Computer Science 2023-05-09 Md Mahamudul Hasan , Moi Hoon Yap , Md Kamrul Hasan

Diabetic foot ulcers (DFUs) are a leading cause of hospitalizations and lower limb amputations, placing a substantial burden on patients and healthcare systems. Early detection and accurate classification of DFUs are critical for preventing…

Computer Vision and Pattern Recognition · Computer Science 2024-10-04 Reza Basiri , Ali Abedi , Chau Nguyen , Milos R. Popovic , Shehroz S. Khan

Diabetes foot ulceration (DFU) and amputation are a cause of significant morbidity. The prevention of DFU may be achieved by the identification of patients at risk of DFU and the institution of preventative measures through education and…

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