Comparisons

Every reconstruction evaluated against its ground truth. Unaligned numbers show the raw output; aligned numbers show the geometry after Sim3/ICP registration, which is the fair comparison when scale and pose are unknown.

SampleMethodAlign F-score (unaligned)F-score (aligned) Chamfer-L1 (aligned)Scale Rot. undone
Smooth blob (icosphere with ripple) obj_sphere_blob mock-3dgs auto 0.0226 0.2166 0.007743 0.9256 20.07 open
Vase (surface of revolution) obj_vase mock-3dgs auto 0.0395 0.3950 0.005867 0.9256 4.75 open
LEGO brick (body + studs) obj_lego_brick mock-3dgs auto 0.0287 0.4447 0.005734 0.9256 2.60 open
Capsule / pill (thin, elongated) obj_capsule_pill mock-3dgs auto 0.1010 0.5758 0.004774 0.9248 75.88 open
Torus ring (genus 1, glossy) obj_torus_ring mock-3dgs auto 0.0457 0.3262 0.006479 0.9255 143.54 open
Chair (planar boxes) obj_chair mock-3dgs auto 0.0304 0.5899 0.004753 0.9254 2.60 open
Table lamp (multi-scale composite) obj_lamp mock-3dgs auto 0.0358 0.6251 0.004577 0.9254 2.59 open
LEGO tile (2x2 variant of the brick) obj_studs_tile mock-3dgs auto 0.0569 0.5233 0.005146 0.9255 2.61 open
Tabletop clutter scene scene_tabletop mock-3dgs auto 0.0074 0.3700 0.007074 0.9258 2.58 open
Room corner with furniture scene_room_corner mock-3dgs auto 0.0001 0.3510 0.008778 0.9258 2.59 open