Final published version
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
}
TY - GEN
T1 - Development of Diabetic Foot Ulcer Datasets
T2 - An Overview
AU - Yap, Moi Hoon
AU - Kendrick, Connah
AU - Reeves, Neil D.
AU - Goyal, Manu
AU - Pappachan, Joseph M.
AU - Cassidy, Bill
PY - 2022/1/20
Y1 - 2022/1/20
N2 - 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.
AB - 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.
U2 - 10.1007/978-3-030-94907-5_1
DO - 10.1007/978-3-030-94907-5_1
M3 - Conference contribution/Paper
SN - 9783030949068
T3 - Lecture Notes in Computer Science
SP - 1
EP - 18
BT - Diabetic Foot Ulcers Grand Challenge (DFUC 2021)
A2 - Yap, Moi Hoon
A2 - Cassidy, Bill
A2 - Kendrick, Connah
PB - Springer
CY - Cham
ER -