2D LiDAR + IMU + camera sensor fusion practical guide with setup checks, source-backed engineering context, field validation tables, and application guidance.

2D LiDAR + IMU + camera sensor fusion practical guide with setup checks, source-backed engineering context, field validation tables, and application guidance.

Picture a camera-equipped vehicle at dusk, navigating a westbound highway directly into a low sun. The sensor is effectively blind — washed out by glare, unable to distinguish a stopped vehicle from an empty lane. Now add a rain-slicked road at midnight. That’s not an edge case. That’s Tuesday. This is precisely why lidar for […]

There was a moment—somewhere around 2019—when a quiet consensus shifted inside the world’s top autonomous vehicle programs. The engineering argument that lidar sensors in autonomous vehicles were an expensive luxury, a temporary crutch until cameras and neural networks matured, collapsed under the weight of real-world data. Depth ambiguity, low-light failures, and the brutal physics of […]