ReCamDriving presents a LiDAR-free, vision-based framework that generates high-fidelity, camera-controlled videos for novel trajectories using dense 3D Gaussian Splatting renderings as geometric guidance. The system achieves enhanced visual quality, camera accuracy, and view consistency, outperforming prior methods, particularly for challenging lateral motion predictions in autonomous driving scenarios.