LogoLogo
RedBrick AIGuides
  • Quick Start
    • Walkthrough Guides
    • Get Started with a Project
    • Get Started with Workspace
      • Cohort Creation
      • Datapoint Classification
      • Configuring Metadata Schema
    • Creating a RedBrick AI Account
  • Organizations
    • Organization and Project Roles
    • Inviting Your Team
      • Single Sign-on
  • Dashboard
    • Account Settings
    • User Preferences
    • Worklist
    • Preview Tool
    • Integrations
    • Taxonomies
    • Boost
      • Auto Annotator
    • Home
      • Sections
  • Importing Data
    • Uploading Data to RedBrick
    • Import Cloud Data
      • Configuring AWS s3
      • Configuring Azure Blob
      • Configuring GCS
      • Configuring AltaDB
      • Creating an Items List
    • Troubleshooting
  • Projects
    • Tasks & Assignment
    • Comments & Raise Issue
    • Reference Standards
    • Project & Task Analytics
    • Labeler Evaluation
  • Project Pages
    • Data Page
    • Settings Page
      • Custom Label Validation
      • Custom Hanging Protocol
      • Webhooks
    • Multiple Labeling
      • Consensus
        • Agreement calculation
      • Task duplication
  • Annotation & viewer
    • Viewer Basics
      • Document Viewer
      • Multiple Modalities
      • Intellisync
      • Annotation Mirroring
    • Creating, Editing and Deleting Annotations
    • Visualization and Masking
    • Segmentation
      • Segmentation Tools
      • Instance vs. Semantic
      • Overlapping Segmentations
    • Heat maps
  • Python SDK & CLI
    • Full documentation
    • Installation & API Keys
    • SDK Overview
      • Importing Data & Annotations
      • Programmatic Label & Review
      • Assigning & Querying Tasks
      • Exporting Annotations
    • CLI Overview
      • Creating & Cloning Projects
      • Import Data & Annotations
      • Exporting Annotations
    • Importing Annotations Guide
    • Formats
      • Full Format Reference
      • Export Structure
  • Useful Links
    • Privacy Policy
Powered by GitBook
On this page

Was this helpful?

  1. Annotation & viewer
  2. Segmentation

Instance vs. Semantic

PreviousSegmentation ToolsNextOverlapping Segmentations

Last updated 1 year ago

Was this helpful?

Semantic segmentation treats multiple objects of the same class as a single entity. In the example below, you can see that the labeler is responsible for annotating a single structure ("Vertebrae"), regardless of the vertebrae's classification (e.g. L1, S1, etc.).

On the other hand, instance segmentation treats multiple objects of the same class as distinct individual objects (or instances). In the example below, the annotator must create a unique annotation (as represented by an Instance in Redbrick AI) for each specific vertebrae.

On RedBrick AI, you can perform both semantic and instance segmentation by controlling how many instances of a particular category you create on the left side bar. If you create more than one instance of a single category, on export, you will be able to correlate the instance ID's in your segmentation mask to your category names.

Check out this video for an overview:

Semantic Segmentation
Instance Segmentation