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ResearchFormerly WizWand

Few-shot 3D Semantic Segmentation on ScanNet

68.86mIoUPENet
19.782432.523745.26558.0063Sep 16, 2025Oct 16, 2025Nov 16, 2025Dec 17, 2025Jan 17, 2026Feb 17, 2026Mar 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PENet#Params (Total)=25.09M, #Params (Trainable)=3.00M, FLOPs (G)=31.04, Setting=2-way 1-shot2025.0968.86
PAP3D#Params (Total)=2.79M, #Params (Trainable)=2.79M, FLOPs (G)=16.30, Setting=2-way 1-shot2025.0955.94
UPLN-way=1, K-shot=52026.0346.83
CosegN-way=1, K-shot=52026.0346.21
QGEN-way=1, K-shot=52026.0343.49
UPLN-way=1, K-shot=12026.0343
CosegN-way=1, K-shot=12026.0341.78
AttMPTI#Params (Total)=357.82K, #Params (Trainable)=357.82K, FLOPs (G)=152.65, Setting=2-way 1-shot2025.0941.69
QPGAN-way=1, K-shot=52026.0339.94
UPLN-way=2, K-shot=52026.0338.4
AttMPTIN-way=1, K-shot=52026.0338.12
QGEN-way=1, K-shot=12026.0335.2
CosegN-way=2, K-shot=52026.0334.68
QPGAN-way=1, K-shot=12026.0333.97
AttMPTIN-way=1, K-shot=12026.0332.5
UPLN-way=2, K-shot=12026.0332.39
QGEN-way=2, K-shot=52026.0329.92
QPGAN-way=2, K-shot=52026.0329.18
AttMPTIN-way=2, K-shot=52026.0328.88
CosegN-way=2, K-shot=12026.0328.78
QGEN-way=2, K-shot=12026.0326.01
AttMPTIN-way=2, K-shot=12026.0324.94
QPGAN-way=2, K-shot=12026.0321.67