Giter Site home page Giter Site logo

svradityareddy / thermography_based_blood_flow_imaging Goto Github PK

View Code? Open in Web Editor NEW
9.0 3.0 4.0 285.52 MB

Implementation of paper titled "Thermography-based blood flow imaging in human skin of the hands and feet: a spectral filtering approach" by A A Sagaidachnyi et al

Jupyter Notebook 96.19% Python 3.81%
python3 opencv-python numpy thermal-imaging blood-flow-imaging

thermography_based_blood_flow_imaging's Introduction

Thermography based Blood Flow Imaging

In this project we have to get blood flow from thermal images. We had used FLIR ONE PRO for Android for capturing thermal images. These thermal images are then processed as described in the paper "Thermography-based blood flow imaging in human skin of the hands and feet: a spectral filtering approach" by A A Sagaidachnyi et al [1].

Dependencies

We had used sci-kit learn, numpy, opencv, read_thermal.py from @Nervengift libraries/modules for processing Thermal Images in python3. Mainly read_thermal was used for getting images with temperature in degrees celsius at each pixel location from using the header present in the captured image. The read_thermal internally uses exiftool for getting the header information from the image like 'Emissivity', 'SubjectDistance', 'AtmosphericTemperature', 'ReflectedApparentTemperature', 'IRWindowTemperature', 'IRWindowTransmission', 'RelativeHumidity', 'PlanckR1', 'PlanckB', 'PlanckF', 'PlanckO', 'PlanckR2' which are then used to get temperature in degrees celsius.

Procedure

The Blood Flow is constructed from series of thermal images according to the procedure described in the paper.

An example gif of blood flow of a hand is as follow

The entire code for converting thermal images to blood flow can be found under main directory as thermal_blood_flow.ipynb

References

[1] Sagaidachnyi, A. A., et al. "Thermography-based blood flow imaging in human skin of the hands and feet: a spectral filtering approach." Physiological measurement 38.2 (2017): 272.

thermography_based_blood_flow_imaging's People

Contributors

svradityareddy avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.