Hello, My name is Tarneet Singh, I along with my teammates Harsh Vardhan Singh, Vishal Gupta, Lalit Singh & Kunal Sharma under the team name HACK-FUSE have created a Software that detects the Brain tumor Easily and efficiently with the exact location of the tumor in brain.
Team Name - Hack-Fuse
Team Leader Name - Tarneet Singh
Our Theme : Health and Fitness
Our Problem Statement: Develop an innovative software solution that accurately detects brain tumors using medical imaging data to enhance early diagnosis and treatment planning
Our software is better than the prerequisite software rolling in the market as of now in many ways.
The Major Difference that we created in this project than that available in the market is - The current model is based on the KNN model and our is based on CNN our model is more accurate and precise as our error percentage is around 1% whereas KNN had around 4%
First:
Our software includes a major change and step that we felt was missing in the usual scenarios.
Adding a Pre processing Step so that the reports are easily examined and tested with less cost.
Second:
If there will be Smoothness due to the preprocessing step there will be less burden and cost on the doctors and patients respectively. This will lead to a very large scale impact on medical History.
Third:
Our App is able to differentiate between early stage tumors and headache in a very precise manner so no one is ill-treated and will be given the proper medication and treatment first handedly.
Conclusion:
Hope This Helps the ones in need of treatment and cant afford the hefty bill amounts of tests and medications currently the hospitals and doctors are providing and make a better living for people.
Presentation Link
Presentation Link
GitHub Repository
https://github.com/Tarneet-549/Final/blob/main/Final.ipynb
Our Website for Reference
https://lalit2172017.wixsite.com/brain-tumor-detectio
Youtube Video Link
Here are Some Images of the code that we used and Some Test Cases that we have shown in the images. And this image contains the basic code for the project.
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In this image if anyone wishes to check for brain tumor then just copy the path of the image in the system and then replace it in this section -
Libraries that we Used in our Project
Here are the sample test cases that we took and it gave the correct results ....as the 'yes' folder contained the images that have tumor and 'no' folder had images that no tumor in it. So Here it completely gave the proper results-
This is a Report that we have generated after running the code-
This is the Accuracy of our code in which it was 98% correct
