Loose vs Tight coupling

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Parent: SLAM Index Backlinks: Multisensor fusion Source: [Wu 2018 Image-based camera localization: an overview](wu 2018-image-based-camera-localization_-an-overview.md)

In loosely-coupled systems: all sensor states are independently estimated and optimized

  • easier to process frame and IMU data
  • less accurate/robust compared to tight coupling
  • e.g. Integrated IMU data can be incorporated as independent measurements in stereo vision optimization
  • e.g. Vision-only pose estimates are used to update an EKF so that IMU propagation can be performed

In tightly-coupled systems: all sensor states are jointly estimated and optimized

  • more difficult to process frame and IMU data
  • more accurate/robust compared to loose coupling