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Exercise 3: Semantic Segmentation

đź“ť In this exercise, you will:

  1. Prepare the U-Net baseline model and validation dataset.
  2. Implement and use the Dice coefficient as an evaluation metric for the baseline model.
  3. Improve metrics by experimenting with: Data augmentations Loss functions (bonus) Group Normalization, U-Net architecture

Setup

Please run the setup script to create the environment for this exercise and download data.

source setup.sh

Then run the exercise.ipynb notebook in your preferred tool.

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