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There has been a substantial amount of research involving computer methods and technology for the detection and recognition of diabetic foot ulcers (DFUs), but there is a lack of systematic comparisons of state-of-the-art deep learning…

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…

计算机视觉与模式识别 · 计算机科学 2020-07-17 Manu Goyal , Saeed Hassanpour

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…

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…

计算机视觉与模式识别 · 计算机科学 2017-12-12 Manu Goyal , Neil D. Reeves , Adrian K. Davison , Satyan Rajbhandari , Jennifer Spragg , Moi Hoon Yap

Diabetic foot ulcer is a severe condition that requires close monitoring and management. For training machine learning methods to auto-delineate the ulcer, clinical staff must provide ground truth annotations. In this paper, we propose a…

图像与视频处理 · 电气工程与系统科学 2022-10-04 Connah Kendrick , Bill Cassidy , Joseph M. Pappachan , Claire O'Shea , Cornelious J. Fernandez , Elias Chacko , Koshy Jacob , Neil D. Reeves , Moi Hoon Yap

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…

计算机视觉与模式识别 · 计算机科学 2023-11-29 Reza Basiri , Milos R. Popovic , Shehroz S. Khan

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…

图像与视频处理 · 电气工程与系统科学 2022-09-21 Agapi Davradou , Eftychios Protopapadakis , Maria Kaselimi , Anastasios Doulamis , Nikolaos Doulamis

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…

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…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Moses Kiprono

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…

计算机视觉与模式识别 · 计算机科学 2017-08-08 Manu Goyal , Neil D. Reeves , Satyan Rajbhandari , Jennifer Spragg , Moi Hoon Yap

Diabetes is a global raising pandemic. Diabetes patients are at risk of developing foot ulcer that usually leads to limb amputation. In order to develop a self monitoring mobile application, in this work, we propose a novel deep subspace…

图像与视频处理 · 电气工程与系统科学 2021-10-06 Azadeh Alavi

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,…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Md Mahamudul Hasan , Moi Hoon Yap , Md Kamrul Hasan

Foot ulcer is a common complication of diabetes mellitus and, associated with substantial morbidity and mortality, remains a major risk factor for lower leg amputations. Extracting accurate morphological features from foot wounds is crucial…

图像与视频处理 · 电气工程与系统科学 2022-06-20 Amirreza Mahbod , Gerald Schaefer , Rupert Ecker , Isabella Ellinger

Wearable technology for the automatic detection of gait events has recently gained growing interest, enabling advanced analyses that were previously limited to specialist centres and equipment (e.g., instrumented walkway). In this study, we…

信号处理 · 电气工程与系统科学 2020-09-01 Matteo Gadaleta , Giulia Cisotto , Michele Rossi , Rana Zia Ur Rehman , Lynn Rochester , Silvia Del Din

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…

图像与视频处理 · 电气工程与系统科学 2024-06-25 Mrinal Kanti Dhar , Chuanbo Wang , Yash Patel , Taiyu Zhang , Jeffrey Niezgoda , Sandeep Gopalakrishnan , Keke Chen , Zeyun Yu

Diabetes is a raising problem that affects many people globally. Diabetic patients are at risk of developing foot ulcer that usually leads to limb amputation, causing significant morbidity, and psychological distress. In order to develop a…

图像与视频处理 · 电气工程与系统科学 2021-10-07 Azadeh Alavi , Hossein Akhoundi

Diabetic foot ulcer classification systems use the presence of wound infection (bacteria present within the wound) and ischaemia (restricted blood supply) as vital clinical indicators for treatment and prediction of wound healing. Studies…

图像与视频处理 · 电气工程与系统科学 2022-01-27 Bill Cassidy , Connah Kendrick , Neil D. Reeves , Joseph M. Pappachan , Claire O'Shea , David G. Armstrong , Moi Hoon Yap

Diabetic foot ulcers (DFUs), a class of chronic wounds, affect ~750,000 individuals every year in the US alone and identifying non-healing DFUs that develop to chronic wounds early can drastically reduce treatment costs and minimize risks…

图像与视频处理 · 电气工程与系统科学 2025-06-05 Madhu Babu Sikha , Lalith Appari , Gurudatt Nanjanagudu Ganesh , Amay Bandodkar , Imon Banerjee

Fundus images are widely used for diagnosing various eye diseases, such as diabetic retinopathy, glaucoma, and age-related macular degeneration. However, manual analysis of fundus images is time-consuming and prone to errors. In this…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Eric Shah , Jay Patel , Mr. Vishal Katheriya , Parth Pataliya

Diabetic foot neuropathy (DFN) is a critical factor leading to diabetic foot ulcers, which is one of the most common and severe complications of diabetes mellitus (DM) and is associated with high risks of amputation and mortality. Despite…

计算机视觉与模式识别 · 计算机科学 2024-09-24 Yan Zhong , Zhixin Yan , Yi Xie , Shibin Wu , Huaidong Zhang , Lin Shu , Peiru Zhou
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