In this paper, we propose a new solution for synthesizing frontal human images in video conferencing, aimed at enhancing immersive communication. Traditional methods such as center staging, gaze correction, and background replacement improve the user experience, but they do not fully address the issue of off-center camera placement. We introduce a system that utilizes two arbitrary cameras positioned on the top bezel of a display monitor to capture left and right images of the video participant. A facial landmark detection algorithm identifies key points on the participant’s face, from which we estimate the head pose. A segmentation model is employed to remove the background, isolating the user. The core component of our method is a video frame interpolation technique that synthesizes a realistic frontal view of the participant by leveraging the two captured angles. This method not only enhances visual alignment between users but also maintains natural facial expressions and gaze direction, resulting in a more engaging and life-like video conferencing experience.