ScolioVis
My undergrad thesis: automatic assessment of scoliosis
👆 Watch my video about it!
About the Project
ScolioVis is a research project I accomplished in college as a senior at West Visayas State University in 2022-2023. It's definitely one of my proudest works having been able to demonstrate training a model from scratch to deploying it on a consumable REST API for inference to creating a web application that actually makes inference interactive and useful! ✨
Motivation
Initially, I always wanted to try something out with Computer Vision to automate some sort of manual problem. My groupmate, Glecy, who has scoliosis, mentioned a manual operation that radiologists do when she sends her spine images for assessment.
Long story short, the process involves a short few steps. But those steps were repeatable enough that it actually made sense for us to apply Computer Vision on it.
So we went ahead and searched up if there were any similar studies. To no surprise, there was a lot. So yeah, at first we thought we came up with something novel and untouched here but there was actually a ton of research in this field.
One thing we found though is that there was definitely a lot of room for improvement in accuracy. Not only that, but since it was mostly just "research" around this project, there wasn't actually an intuitive interface for radiologists or anyone to ACTUALLY make the models useful to real users. So we also thought of implementing and deploying the model on a real, usable web application.
Hope you enjoy this! Thanks!