Infrared Imaging for Human Thermography and Breast Tumor Classification using Thermal Images

Research output: Chapter in Book or Conference Publication/ProceedingConference Publicationpeer-review

43 Citations (Scopus)

Abstract

Human thermography is considered to be an integral medical diagnostic tool for detecting heat patterns and measuring quantitative temperature data of the human body. It can be used in conjunction with other medical diagnostic procedures for getting comprehensive medication results. In the proposed study we have highlighted the significance of Infrared Thermography (IRT) and the role of machine learning in thermal medical image analysis for human health monitoring and various disease diagnosis in preliminary stages. The first part of the proposed study provides comprehensive information about the application of IRT in the diagnosis of various diseases such as skin and breast cancer detection in preliminary stages, dry eye syndromes, and ocular issues, liver disease, diabetes diagnosis and last but not least the novel COVID-19 virus. Whereas in the second phase we have proposed an autonomous breast tumor classification system using thermal breast images by employing state of the art Convolution Neural Network (CNN). The system achieves the overall accuracy of 80% and recall rate of 83.33%.

Original languageEnglish
Title of host publication2020 31st Irish Signals and Systems Conference, ISSC 2020
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728194189
DOIs
Publication statusPublished - Jun 2020
Event31st Irish Signals and Systems Conference, ISSC 2020 - Letterkenny, Ireland
Duration: 11 Jun 202012 Jun 2020

Publication series

Name2020 31st Irish Signals and Systems Conference, ISSC 2020

Conference

Conference31st Irish Signals and Systems Conference, ISSC 2020
Country/TerritoryIreland
CityLetterkenny
Period11/06/2012/06/20

Keywords

  • Classification
  • Computer Aided Dignosis
  • Deep Neural Networks
  • Infrared Thermography
  • Thermal camera

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