Instance vs. Semantic Segmentation: Similarities & Differences

Announcement

Learn the similarities and differences between instance and semantic segmentation with examples.

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Image segmentation is the process of dividing the image into masks, or segments. Depending on the algorithm, there are two major annotation types: semantic and instance segmentation.

Today, we'll cover:

  • Instance & semantic segmentation
  • Their similarities and differences
  • Popular computer vision models for these types

Both types are advanced annotation techniques that result in accurate masks at the cost of longer training, annotation, deployment.