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ResearchFormerly WizWand

Data Efficiency for Semantic Segmentation on S3DIS (90% mIoU Target)

11.4Data Efficiency (% Labeled Data)Columns + Entropy
9.98819.51929.0538.581Dec 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Columns + EntropyBackbone=SPVCNN2025.1211.4
SSDR-ALBackbone=RandLA-Net, Source=Reported in [9]2025.1211.7
Columns + VaRBackbone=SPVCNN2025.1213
ReDALBackbone=SPVCNN, Source=Reported in [7]2025.1213
ClassBalBackbone=RandLA-Net, Source=Reported in [9]2025.1213.3
ReDALBackbone=Minkunet, Source=Reported in [7]2025.1215
Columns + VaRBackbone=Minkunet2025.1215.4
Columns + EntropyBackbone=Minkunet2025.1217.4
ReDALBackbone=SPVCNN, Source=Re-run in current paper2025.1219
ReDALBackbone=Minkunet, Source=Re-run in current paper2025.1219.3
Columns + RandomBackbone=Minkunet2025.1219.4
Columns + RandomBackbone=SPVCNN2025.1221.4
RandomBackbone=RandLA-Net, Source=Reported in [9]2025.1240.9
BvSBBackbone=RandLA-Net, Source=Reported in [9]2025.1243
EntropyBackbone=RandLA-Net, Source=Reported in [9]2025.1246.7