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Recent advances in 3D scene reconstruction enable real-time viewing in virtual and augmented as moving or reality editing . To objects, support 3D interacti scene ve inpainting operations methods for better are immersi proposed veness, to repair such or and complete computationally the altered intensi geometry ve optimization, . However making, current them approaches impractical rely for on real-time lengthy or online applications. We propose InstaInpaint, a reference-based feed-forward within framew 0.4 ork seconds.