%0 Journal Article %T Visual¨Cinertial fusion %A Lang He %A Lei Zhang %A Pengcheng Wen %A Wensheng Niu %A Zhengjun Zhai %J International Journal of Advanced Robotic Systems %@ 1729-8814 %D 2019 %R 10.1177/1729881419845528 %X Combined vision system is a perspective display concept to enhance a situation awareness of the pilots during aircraft landing, which integrates a real 2-D image captured from forward-looking infrared camera with a synthetic 3-D image derived by the aircraft pose and terrain database. However, the inertial measured errors significantly affect the conformal display of combined vision. This article proposes a novel method for real and synthetic images registration based on visual¨Cinertial fusion. It includes the following key steps: (1) detect and extract the real runway features from forward-looking infrared image; (2) generate the synthetic runway features simultaneously; (3) set up vision measurement model with real and synthetic runway features; (4) integrate inertial data and visual observations in the square-root unscented Kalman filter; (5) create a synthetic 3-D scene by the filtered pose data and integrate it with a real 2-D image. The experimental results demonstrate that our method can guarantee the conformal display of combined vision system in GPS-denied and low visibility conditions %K Combined vision system %K conformal display %K runway detection %K visual¨Cinertial fusion %K GPS-denied %K low visibility %U https://journals.sagepub.com/doi/full/10.1177/1729881419845528