Building the Missing Link: Unifying Perception Tools into a Complete Data Pipeline for Autonomous Driving

Raw field video is the bottleneck in autonomous driving development—teams spend weeks converting camera footage into the specific formats perception tools expect. Orvex unifies this fragmented landscape: a single 33-module pipeline handling sensor synchronization, auto-labeling, depth estimation, and deployment to edge devices via ONNX. The architectural lesson is equally important—separating business logic from UI layers enables the same core code to serve desktop, web, and headless environments without duplication.