Enterprise grade edge AI software.

LGN sells AI software products and works with enterprises as a long-term partner to design, develop and operate edge AI systems successfully at scale.

Latent space based sensor fusion.

LGN Fusion is a latent-space based fusion and calibration product that creates a resilient, stable input for multi-sensor perception systems.

Stable input for multi-sensor perception systems

  • fuse sensor feeds into a latent space based representation
  • creates a much more stable input for perception and scene understanding

Handle sensor failure and degradation

  • maintain scene understanding despite sensor degradation
  • continue to operate safely, even in the face of whole sensor failure

Avoid re-calibration and re-training

  • swap out and re-position sensors without the need for re-calibration
  • reduce the operational maintenance requirements of autonomous systems

LiDAR scans with sensor degradation and removal.
Degraded inputs in blue. Stable outputs in red.

Perception system resiliency

LGN worked with a major autonomous vehicle company to demonstrate resilient scene understanding in the event of sensor degradation or failure.

LGN used our unique latent space technology to build a resilient scene input to a downstream perception model.

We then tested stability by both obscuring and then removing sensors. We were able to demonstrate fully stable scene understanding despite entire sensor failure.

Result → Tolerated entire sensor failure

98% accurate scene understanding when removing 1 of 4 LiDAR sensors mounted in an array with partially overlapping field of view.

Get in touch

Contact LGN now to find out more about our edge AI products and solutions.

Contact us Email sales@lgn.ai