We Have an Idea

Slides

https://docs.google.com/presentation/d/1BFXZbneZJEVhwX0Ej9YlGxzvWUoO_Xw6Swm7r4CZtoU/edit?usp=sharing

Inspiration

AlphaTau challenge seemed interesting, but too complicated for beginners so we chose to focus on finding the seed

What it does

Finds 2D shapes in CT scans and contours them. What we want it to do: Use Contouring and Machine learning to output 3D contours of just the seeds

How we built it

We mostly separated the problem into individual chunks

1. Contouring the Seeds,
2. Normalizing and Preprocessing the images
3. Preparing a Model to Train.

-Found code that was used in similar problems and reworked it

Challenges we ran into

1. Learning about Machine Learning during the Hackathon
2. Team coordination: members had work obligations or Time Zone issues
3. Reworking Code to be able to be used with other scripts.

Accomplishments that we're proud of

1. We have a working 2D contouring Script
2. With the right input the scripts can figure
3. While not working, code for the model, data generation and gathering

What we learned

1. Python
2. Machine Learning
3. Image Processing
4. How a Model is made and trained
5. The power of Teamwork

What's next for We Have an Idea

• Debugging and training the model
• 3D contouring of CT scans
• Reworking the Code so that it's cohesive and works together
• Finding the seeds' position using the contours

Built With

• python