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"10.1016/0262-8856(92)90066-C", "equations": [ 10, 11, 12 ], "primary_pdf": "https://graphics.stanford.edu/~smr/ICP/comparison/chen-medioni-align-rob91.pdf" }, "frame_convention": "p_target = R_target_source p_source + t_target_source", "surface_specialization": "nearest discrete target sample with a PCA tangent plane; this approximates the paper's normal-line/surface intersection", "normal_policy": "smallest PCA eigenvector of deterministic target k-neighborhood", "correspondence_policy": "refreshed Euclidean nearest target with optional mutual check, distance gate, valid-normal gate, and stable point-to-plane trimming", "evaluation_contract": "shared spatial source holdout with fresh rematching", "implementation": "independent NumPy implementation; no external code copied", "external_code_executed": false, "train_source_count": 34435, "holdout_source_count": 8492 }, "pose_metrics": { "valid_output": true, "rotation_deg": 1.3805925341114016, "translation_m": 0.49793308341963194, 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