VkVIO: First cross-platform GPU-accelerated VIO using vendor-agnostic Vulkan

zhenjun_zhao · x · 2026-09-29

Ole Hoffmann, Mateo de Mayo, and Daniel Cremers present VkVIO, reportedly the first cross-platform GPU-accelerated visual-inertial odometry method. Instead of CUDA, it uses the vendor-agnostic Vulkan API, achieving state-of-the-art accuracy with causal real-time estimates. It was deployed on a workstation, a laptop, and a very cheap single-board computer, outperforming CUDA-based systems on the same hardware — enabling low-latency, low-power VIO for robotics and XR.

Original post →

More from Embodied

Embodied channel →