This paper provides conceptual foundation and procedures used in the development of diabetic foot ulcer datasets over the past decade, with a timeline to demonstrate progress. We conduct a survey on data capturing methods for foot photographs, an overview of research in developing private and public datasets, the related computer vision tasks (detection, segmentation and classification), the diabetic foot ulcer challenges and the future direction of the development of the datasets. We report the distribution of dataset users by country and year. Our aim is to share the technical challenges that we encountered together with good practices in dataset development, and provide motivation for other researchers to participate in data sharing in this domain.
Translating Clinical Delineation of Diabetic Foot Ulcers into Machine Interpretable Segmentation
Manchester Metropolitan University(曼彻斯特城市大学);Lancashire Teaching Hospitals NHS Foundation Trust(兰开夏教学医院NHS基金会信托);Waikato District Health Board(怀卡托地区卫生委员会);United Lincolnshire Hospitals NHS Trust(联合林肯郡医院NHS信托);Jersey General Hospital(泽西总医院);Eastbourne District General Hospital(伊斯特本地区综合医院)
Diabetic Foot Ulcer Grand Challenge 2021: Evaluation and Summary
Manchester Metropolitan University(曼彻斯特城市大学);Lancashire Teaching Hospitals NHS Foundation Trust(兰开夏教学医院NHS基金会信托);Waikato District Health Board(怀卡托地区卫生局);University of Southern California(南加利福尼亚大学)
Recognition of Ischaemia and Infection in Diabetic Foot Ulcers: Dataset and Techniques
Manchester Metropolitan University(曼彻斯特城市大学);Lancashire Teaching Hospital(兰开夏教学医院);University of Manchester(曼彻斯特大学);Manchester Royal Infirmary(曼彻斯特皇家医院);Sun Yat-sen University(中山大学)
Analysis Towards Classification of Infection and Ischaemia of Diabetic Foot Ulcers
Faculty of Science and Engineering, Manchester Metropolitan University(曼彻斯特城市大学科学与工程学院);Lanchashire Teaching Hospitals(兰开夏教学医院);Waikato District Health Board(怀卡托地区卫生局)
DFUC2020: Analysis Towards Diabetic Foot Ulcer Detection
Manchester Metropolitan University(曼彻斯特城市大学);Lancashire Teaching Hospital(兰开夏教学医院);Waikato District Health Board(怀卡托地区卫生委员会);Manipal College of Health Professions(马尼帕尔健康专业学院);University of Waikato(怀卡托大学);University of Manchester(曼彻斯特大学);University of Southern California(南加州大学);Baylor College of Medicine(贝勒医学院)
Synthesizing Diabetic Foot Ulcer Images with Diffusion Model
Institute of Biomedical Engineering, University of Toronto(多伦多大学生物医学工程研究所);University Health Network(多伦多大学健康网络);Zivot Limb Preservation Centre, Peter Lougheed Centre(齐沃特肢体保护中心(彼得·劳埃德中心));Cumming School of Medicine, University of Calgary(卡尔加里大学卡明医学院)
University of Wisconsin-Milwaukee(威斯康星大学密尔沃基分校);Institute for Pathophysiology and Allergy Research, Medical University of Vienna(维也纳医科大学病理生理学与过敏研究所);Bournemouth University(伯恩茅斯大学);Advancing the Zenith of Healthcare (AZH) Wound and Vascular Center(AZH伤口与血管中心)