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Pulmonary Tree Labeling on Lung3D+ Airway (test)

90.68DiceTreeTopoField
78.522481.678784.83587.9913Feb 2, 2026

Evaluation results

MethodLinks
TopoFieldAblation status=w/o Repair, Inference Time (s)=0.592026.0290.6891.48
IPGNPoint sampling configuration=Tree-6k, Inference Time (s)=11.592026.0290.5891.14
IPGNPoint sampling configuration=Surface-25k, Inference Time (s)=47.352026.0290.3290.79
IPGN†Point sampling configuration=Surface-25k, Inference Time (s)=183.662026.0290.0290.14
TopoFieldAblation status=w/o GT, Inference Time (s)=1.342026.0289.6489.87
TopoFieldAblation status=None, Inference Time (s)=1.342026.0289.1690.18
3D-UNetInput processing strategy=sliding window, Inference Time (s)=67.352026.0284.9983.83
3D-UNetInput processing strategy=down-sampled, Inference Time (s)=0.012026.0278.9971.07