Automatic Measurement of Fetal Head in Ultrasound Images. U-net architecture was used to obatained the required segmentation mask.
Following is the link to the challenge where we can find all the details regarding problem in hand, expected output, dataset etc:- https://hc18.grand-challenge.org/
My submissions are under following user names:-
<1> [email protected] <2> [email protected] <3> [email protected]
- Implemented UNet architecture with a modified ResNet as encoder network in Pytorch.
- Applied various data augmentation techniques including distortions, random noise, random flips and random rotations.
- Trained the model using various loss functions eg. BCE, Dice, Inverse Dice and their linear combinations and compared the performance.