Analysis Towards Classification of Infection and Ischaemia of Diabetic Foot Ulcers

no code implementations • 7 Apr 2021 • Moi Hoon Yap, Bill Cassidy, Joseph M. Pappachan, Claire O'Shea, David Gillespie, Neil Reeves

We describe the data preparation of DFUC2021 for ground truth annotation, data curation and data analysis.

Data Augmentation General Classification +1

Recognition of Ischaemia and Infection in Diabetic Foot Ulcers: Dataset and Techniques

no code implementations • 14 Aug 2019 • Manu Goyal, Neil Reeves, Satyan Rajbhandari, Naseer Ahmad, Chuan Wang, Moi Hoon Yap

We found that our proposed Ensemble CNN deep learning algorithms performed better for both classification tasks as compared to handcrafted machine learning algorithms, with 90% accuracy in ischaemia classification and 73% in infection classification.

BIG-bench Machine Learning Binary Classification +3