FracDetect

Detect bone fractured parts from x-ray using Artificial Intelligence

About

       FracDetect is helping to detect fractured part from x-ray by using Artificial Intelligence. The user have to register, then he/she can take or upload the picture of x-ray then AI with detect the fractured part( if there is any) and then will generate the report. The user can manage the x-rays of multiple people. It could be beneficial for Radiologists who are struggling to find out fractured part & may make mistake in detection. But AI can help to do that very easily. After that Radiologists can verify by themselves as well.

Problem

       It took a lot of radiologists time to find out the fractured part from x-ray. The radiologists could make mistake in detecting fractured part because it's too difficult to detect the fractured part especially if it is too small. Also sometimes there is the shortage of radiologists in that case a normal needs to wait for radiologists.

Solution

       I have made a tool( website) which helps the radiologists & normal person to identify the fractured part from x-ray. I have used the Artificial intelligence for fractured detection specifically CNN algorithm for classification as the given image is fractured or not then a YOLOv4 to detect the exact location of fractured part & put the bounding box around. The website is easy to use for both radiologists & normal users. There are also some more features could be beneficial for radiologists and normal person. Like radiologists can manage multiple cases( x-rays) of individual patient, etc. Lastly, once the AI have detected the fractured part or told that there is no fractured in x-ray then radiologists can confirm this decision made by Artificial Intelligence.

Description

       It's my portfolio which you are seeing right now. There is also an admin panel which you can visit by using the Credentials & Demo link.

Outcome

       It's my portfolio which you are seeing right now. There is also an admin panel which you can visit by using the Credentials & Demo link.

Interesting Features

• Radiologists can track the multiple cases of individual patients.
• The Fractured part could be detected from single image

What I have Learned

• I have learned the Flask Framework
• I have learned the detection part using Artificial intelligence
• Learned to put my idea into end user hands by building a web app

Tools & Technologies