LiDAR + camera fusion
3D bounding boxes and segmentation across paired sensor streams.
Dense urban streetscapes, mixed vehicle populations, local signage. The edge cases that break datasets trained in other regions. We annotate them at scale.
Autonomous stacks trained on North American or European data fail on Asian roads. The scooter density, the lane-discipline variance, the signage. Closing that gap is a data problem, not a model problem.
3D bounding boxes and segmentation across paired sensor streams.
Scooter intent, pedestrian crossing behavior, vehicle lane-change prediction.
Edge-case extraction from fleet data: cut-ins, occlusions, weather anomalies.
Driver attention, cabin monitoring, cargo-state detection.