suprised_by_deadline

Inspiration

• different classification models such as the MobileNet and the ResNet

What it does

• classify the Genant Score which is used to grade the severity of vertebral fractures

How we built it

• ResNet-34 pretrained on ImageNet adapted for classification of the Genant Score
• Drawing images with equal probability for training

Challenges we ran into

• class imbalance

Accomplishments that we're proud of

• Mean-Squared-Error of 0.78 over the test dataset

What we learned

• the impact of using pretrained models on medical tasks

What's next for suprised_by_deadline

• happy to discuss results and experience with the other teams

Built With

• glob
• imageio
• matplotlib
• numpy
• pandas
• python
• pytorch