Creating a general medical emergency detector from images.

[TAHIR0110]

make a ml model which would detect from image if a person requires a medical emergency or not

[shankariraja]

I can do this. May I be assigned this project for GSSoC 2024?

[TAHIR0110]

@shankariraja kindly elaborate the approach you would follow and give a deadline as well.

[shankariraja]

@TAHIR0110 Could you please specify the types of medical emergencies (e.g., injuries, seizures) and the image types (e.g., X-rays, everyday photos) the model should detect? Also, any specific requirements for annotations and the intended context of use?

[TAHIR0110]

everyday photos, like the model could detect if the person is normal or if he requires any medical emergency and is not able to speak or react, so in this condition our model could detect if the user requires any assistance.

[VoonnaHarsha]

@TAHIR0110 i can do the project

Dataset preparation :Gather a diverse dataset of images that include both normal scenarios and situations where a person requires medical emergency assistance. This dataset should cover a range of conditions such as unconsciousness, seizures, injuries, etc.

Use a pre-trained convolutional neural network (CNN) such as VGG, ResNet, or Inception to extract meaningful features from the images.

Model Training: Train a machine learning model (e.g., a classifier) using the extracted features from the CNN. You can use algorithms like Support Vector Machines (SVM), Random Forests, or Neural Networks for classification.

we can analyze the model for better aaccuracy and deploy into web application

i have experience on doing the project , i have worked on generating 9 lakhs sample , trained , test for different scenarios

hope you will verify and assign the task

[TAHIR0110]

@VoonnaHarsha assigned!

[VoonnaHarsha]

@TAHIR0110 Thank you sir

[tejaswini4996]

I want ti work on this issssssssue will you please asign it to me?

[VoonnaHarsha]

@TAHIR0110 sir , do yu have any previous data set

[TAHIR0110]

@VoonnaHarsha use web scraping and collect datasets of people sleeping with open eyes(with eye balls not visible) and open mouth also include open mouth with closed eyes this would be for triggering the medical emergency response. then even check if the heart rate, bp, oxygen level and stress are in control or not(this you don't need to do), if these values are not normal then trigger the response.

[Laxmanpratapsingh]

I would like to work on this, please assign this to me

[VoonnaHarsha]

@VoonnaHarsha use web scraping and collect datasets of people sleeping with open eyes(with eye balls not visible) and open mouth also include open mouth with closed eyes this would be for triggering the medical emergency response. then even check if the heart rate, bp, oxygen level and stress are in control or not(this you don't need to do), if these values are not normal then trigger the response.

Sir , if yu dont mind if possible can yu assign anyone for me we together divide the task and contribute

If it was possible only or else i will be doing

A small request @TAHIR0110