Geometry before capacity
Calibration and temporal alignment are resolved first. Additional model capacity cannot recover information the sensors were never aligned to provide.
OmnixDrive is a Singapore-based automotive AI company developing multi-sensor perception pipelines and dedicated on-vehicle models for autonomous driving.
OmnixDrive engineering, Singapore
Autonomous driving programmes depend on consistent data from LiDAR, radar, ultrasonic and camera systems operating with different clocks, coordinate frames and failure modes.
OmnixDrive provides a single engineering pipeline for intrinsic and extrinsic calibration, temporal alignment, shared-representation fusion, model training and compilation for automotive compute.
The company works with automotive OEMs, Tier-1 suppliers, sensor manufacturers and research institutions under programme-specific data-governance and deployment requirements.
Calibration and temporal alignment are resolved first. Additional model capacity cannot recover information the sensors were never aligned to provide.
Perception quality is reported per sensor and per scenario, so a regression can be traced to the sensor, the calibration or the model.
Traceability, auditability and regional requirements shape the architecture from the outset, rather than following the first certification review.
Latency, power and memory budgets of the vehicle define the design. A model that runs only in the data centre is not a deliverable.
Senior engineers are responsible for architecture, implementation and operation across the platform lifecycle.
Fusion, perception research and commercial teams on a single site at one-north.
Data platform and perception engineers working with regional fleet and mobility partners.
Programme and compliance engineering close to OEM and Tier-1 customers.
Submit the sensor configuration, vehicle platform, target compute and available datasets for an initial technical assessment.