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Ditch RANSAC for loop closure: a maximal clique search on feature correspondences delivers more robust and accurate 3D LiDAR SLAM, especially in noisy or ambiguous environments.
3D diffusion models can be harnessed to generate object priors for one-shot view planning, enabling robots to efficiently reconstruct objects by focusing on complex regions.
