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Pulmonary Tree Labeling on Lung3D+ Artery (test)

90.19DiceTreeTopoField
73.570877.885482.286.5146Feb 2, 2026

Evaluation results

MethodLinks
TopoFieldAblation status=w/o GT, Inference Time (s)=1.592026.0290.1991.05
IPGNPoint sampling configuration=Tree-6k, Inference Time (s)=11.962026.0289.7990.39
IPGNPoint sampling configuration=Surface-25k, Inference Time (s)=48.572026.0289.6890.47
TopoFieldAblation status=w/o Repair, Inference Time (s)=0.612026.0289.4589.87
TopoFieldAblation status=None, Inference Time (s)=1.592026.0288.8888.99
3D-UNetInput processing strategy=sliding window, Inference Time (s)=67.522026.0285.6980.37
IPGN†Point sampling configuration=Surface-25k, Inference Time (s)=175.892026.0285.5585.22
3D-UNetInput processing strategy=down-sampled, Inference Time (s)=0.012026.0274.2170.08