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Free computer vision course

Computer Vision and Multimodal AI

Module 05

Building Image Datasets and Labels

By the end of this module you can assemble an image dataset with labels you would defend: a written labelling rule, a check for class imbalance, and an honest note on what the set does not cover.

Units

  1. Unit 05.00: The label schema is the hard part
  2. Unit 05.01: Class imbalance you created by collecting
  3. Unit 05.02: Splitting so the same scene is not on both sides
  4. Unit 05.03: Augmentation that changes the label
  5. Unit 05.04: Auditing a sample of labels by hand

Module work