A Machine Learning Model for Early Detection of Diabetic Foot using Thermogram Images

by   Amith Khandakar, et al.

Diabetes foot ulceration (DFU) and amputation are a cause of significant morbidity. The prevention of DFU may be achieved by the identification of patients at risk of DFU and the institution of preventative measures through education and offloading. Several studies have reported that thermogram images may help to detect an increase in plantar temperature prior to DFU. However, the distribution of plantar temperature may be heterogeneous, making it difficult to quantify and utilize to predict outcomes. We have compared a machine learning-based scoring technique with feature selection and optimization techniques and learning classifiers to several state-of-the-art Convolutional Neural Networks (CNNs) on foot thermogram images and propose a robust solution to identify the diabetic foot. A comparatively shallow CNN model, MobilenetV2 achieved an F1 score of  95 image-based classification and the AdaBoost Classifier used 10 features and achieved an F1 score of 97 best-performing networks confirmed that the proposed algorithm can be deployed as a smartphone application to allow the user to monitor the progression of the DFU in a home setting.


page 4

page 5

page 8

page 9

page 11


Classification of Infant Crying in Real-World Home Environments Using Deep Learning

In the domain of social signal processing, automated audio recognition i...

On the in vivo recognition of kidney stones using machine learning

Determining the type of kidney stones allows urologists to prescribe a t...

Deep learning based cough detection camera using enhanced features

Coughing is a typical symptom of COVID-19. To detect and localize coughi...

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization

Musculoskeletal conditions affect more than 1.7 billion people worldwide...

Visual Acuity Prediction on Real-Life Patient Data Using a Machine Learning Based Multistage System

In ophthalmology, intravitreal operative medication therapy (IVOM) is wi...

Identifying Machine-Paraphrased Plagiarism

Employing paraphrasing tools to conceal plagiarized text is a severe thr...