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Decoding Image Segmentation: From Basic Pixels to Panoptic Perfection

  • Image Segmentation divides an image into logical groups of pixels based on criteria like color, texture, or intensity.
  • Semantic Segmentation assigns a class label to every pixel, such as person, grass, tree, or sky.
  • Instance Segmentation identifies individual objects within classes, focusing on countable objects like cars or animals.
  • Panoptic Segmentation merges semantic and instance segmentation, labeling every pixel with a class and assigning unique IDs to individual instances.

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