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ResearchFormerly WizWand

Few-shot 3D Point Cloud Semantic Segmentation on S3DIS (Mean across folds)

52.22mIoUUPL
24.836831.945939.05546.1641Dec 9, 2025Dec 25, 2025Jan 11, 2026Jan 28, 2026Feb 14, 2026Mar 3, 2026Mar 20, 2026
Updated 7mo ago

Evaluation results

MethodLinks
UPLN-way=1, K-shot=52026.0352.22
QHPFew-shot setting=1-way 5-shot2025.1250.96
CosegN-way=1, K-shot=52026.0350.04
QHPFew-shot setting=1-way 1-shot2025.1249.53
COSegFew-shot setting=1-way 5-shot2025.1248.6
UPLN-way=1, K-shot=12026.0348.6
QGEFew-shot setting=1-way 5-shot2025.1248.5
QGEN-way=1, K-shot=52026.0348.5
CosegN-way=1, K-shot=12026.0347.21
COSegFew-shot setting=1-way 1-shot2025.1246.71
AttMPTIFew-shot setting=1-way 5-shot2025.1244.71
AttMPTIN-way=1, K-shot=52026.0344.71
QHPFew-shot setting=2-way 5-shot2025.1241.97
UPLN-way=2, K-shot=52026.0341.87
QGEFew-shot setting=1-way 1-shot2025.1240.39
QGEN-way=1, K-shot=12026.0340.39
CosegN-way=2, K-shot=52026.0340.36
COSegFew-shot setting=2-way 5-shot2025.1240.33
QGPAFew-shot setting=1-way 5-shot2025.1238.89
QPGAN-way=1, K-shot=52026.0338.89
QHPFew-shot setting=2-way 1-shot2025.1238.35
QGEFew-shot setting=2-way 5-shot2025.1238.33
QGEN-way=2, K-shot=52026.0338.33
UPLN-way=2, K-shot=12026.0337.79
AttMPTIFew-shot setting=1-way 1-shot2025.1237.34
AttMPTIN-way=1, K-shot=12026.0337.34
COSegFew-shot setting=2-way 1-shot2025.1237.1
CosegN-way=2, K-shot=12026.0336.95
AttMPTIFew-shot setting=2-way 5-shot2025.1236.08
AttMPTIN-way=2, K-shot=52026.0336.08
QGPAFew-shot setting=1-way 1-shot2025.1235.67
QPGAN-way=1, K-shot=12026.0335.67
QGEFew-shot setting=2-way 1-shot2025.1232.2
QGEN-way=2, K-shot=12026.0332.2
QPGAN-way=2, K-shot=52026.0331.32
QGPAFew-shot setting=2-way 5-shot2025.1231.31
AttMPTIFew-shot setting=2-way 1-shot2025.1230.36
AttMPTIN-way=2, K-shot=12026.0330.36
QGPAFew-shot setting=2-way 1-shot2025.1225.89
QPGAN-way=2, K-shot=12026.0325.89