Autonomous Systems
Autonomous vehicles and robotic systems generate high-dimensional sensor data that must be processed in real time with limited compute. Structural compression enables edge-native processing on compact hardware. Multi-sensor fusion becomes a structural operation.
Real-time perception on edge hardware
Sensor Fusion
Radar, lidar, camera streams compressed into unified structural form. Heterogeneous sensor data naturally decomposes into separable structures, exploitable by QTT representation.
Edge Processing
Compact VRAM footprint enables real-time inference on embedded GPUs. One GPU replaces multi-GPU perception pipelines. Critical latency requirements met with limited power.
Temporal Coherence
QTT exploits smoothness across time-series sensor data. Frame sequences have local correlation. Structural representation serves both perception and prediction tasks.