Scene Recomposition by Learning-Based ICP

Figure 1 . Given an RGBD sequence from a moving camera, we produce a 3D CAD recomposition of the scene. While a fused reconstruction (top) contains holes and noisy geometry, our recomposition (bottom) models the scene as a set of high quality 3D shapes from CAD databases.