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Active research

Multimodal perception

Fuse vision, language, audio, proprioception, and robot sensor streams into a shared representation of the world.

PROBLEM

See beyond pixels.

Robots often treat sensor streams independently, losing the context required to understand ambiguous instructions and changing scenes.

Sensor inputs

RGB visionLanguageAudioProprioception

TARGET WORKFLOWS

  • Instruction grounding
  • Scene and object understanding
  • Human-robot collaboration

INTEGRATION CONSIDERATIONS

  • RGB and RGB-D cameras
  • Microphones
  • Robot-state interfaces

CURRENT LIMITATIONS

Performance depends on sensor calibration, task data, environmental conditions, and embodiment-specific validation.

RELEVANT TARGET INDUSTRIES

Pharmaceuticals ->Advanced manufacturing ->Logistics ->Laboratories ->

PRIVATE TECHNICAL BRIEFING

Evaluate the capability against your task.

For qualified partners, we can discuss application fit, sensing, robot integration, data strategy, operating constraints, and pilot evaluation.

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