2 documents found, page 1 of 1
DFU-VGG, a Novel and Improved VGG-19 Network for Diabetic Foot Ulcer Classifica...
Santos, F; Santos, E; Vogado, LH; Ito, M; Bianchi, A; João Manuel R. S. Tavares; Veras, RA complication caused by diabetes mellitus is the appearance of lesions in the foot region called Diabetic Foot Ulcers (DFU). Delayed treatment can lead to infection or ulcer ischemia, leading to lower limb amputation in an advanced stage. This article proposes the DFU-VGG, a convolutional neural network (CNN) inspired by convolutional blocks of VGG-19 but with smaller dense layers and batch normalizations oper...
Diabetic Foot Ulcers Classification using a fine-tuned CNNs Ensemble
Santos, E; Santos, F; Dallyson, J; Aires, K; João Manuel R. S. Tavares; Veras, RDiabetic Foot Ulcers (DFU) are lesions in the foot region caused by diabetes mellitus. It is essential to define the appropriate treatment in the early stages of the disease once late treatment may result in amputation. This article proposes an ensemble approach composed of five modified convolutional neural networks (CNNs) - VGG-16, VGG-19, Resnet50, InceptionV3, and Densenet-201 - to classify DFU images. To d...