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ResearchFormerly WizWand

Few-shot 3D Semantic Segmentation on S3DIS (S1)

79.37mIoUPENet
24.135638.475352.81567.1547Sep 16, 2025Oct 16, 2025Nov 16, 2025Dec 17, 2025Jan 17, 2026Feb 17, 2026Mar 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=5-shot2025.0979.37
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=1-shot2025.0974.94
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=5-shot2025.0973.31
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=5-shot2025.0972.72
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=5-shot2025.0971.48
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=1-shot2025.0970.61
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=5-shot2025.0970.3
TFDRVenue=PRL 24, N-way=2-way, K-shot=5-shot2025.0970.17
PENet#Params (Total)=25.09M, #Params (Trainable)=3.00M, FLOPs (G)=31.04, Setting=2-way 1-shot2025.0970.04
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=1-shot2025.0969.1
QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=1-shot2025.0969.01
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=1-shot2025.0967.98
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=5-shot2025.0967.54
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=5-shot2025.0967.51
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=5-shot2025.0967.02
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=5-shot2025.0966.1
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=1-shot2025.0966.08
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=5-shot2025.0964.53
TFDRVenue=PRL 24, N-way=3-way, K-shot=5-shot2025.0963.48
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=1-shot2025.0963.22
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=5-shot2025.0962.83
PAP3D#Params (Total)=2.79M, #Params (Trainable)=2.79M, FLOPs (G)=16.30, Setting=2-way 1-shot2025.0962.76
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=1-shot2025.0962.11
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=1-shot2025.0961.99
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=5-shot2025.0960.81
TFDRVenue=PRL 24, N-way=2-way, K-shot=1-shot2025.0960.58
QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=5-shot2025.0958.54
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=5-shot2025.0958.07
QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=1-shot2025.0957.62
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=1-shot2025.0957.21
FTVenue=CVPR 21, N-way=2-way, K-shot=5-shot2025.0956.99
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=5-shot2025.0956.79
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=1-shot2025.0956.57
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=1-shot2025.0955.94
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=1-shot2025.0955.04
AttMPTI#Params (Total)=357.82K, #Params (Trainable)=357.82K, FLOPs (G)=152.65, Setting=2-way 1-shot2025.0954.86
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=1-shot2025.0953.91
TFDRVenue=PRL 24, N-way=3-way, K-shot=1-shot2025.0951.54
QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=5-shot2025.0950.12
BFGVenue=3DV 22, N-way=2-way, K-shot=5-shot2025.0949.39
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=1-shot2025.0949.27
UPLN-way=1, K-shot=12026.0349.02
CosegN-way=1, K-shot=52026.0348.68
UPLN-way=1, K-shot=52026.0348.53
CosegN-way=1, K-shot=12026.0348.1
FTVenue=CVPR 21, N-way=3-way, K-shot=5-shot2025.0947.57
QGEN-way=1, K-shot=52026.0346.41
AttMPTIN-way=1, K-shot=52026.0342.7
UPLN-way=2, K-shot=52026.0341.96
BFGVenue=3DV 22, N-way=3-way, K-shot=5-shot2025.0941.38
BFGVenue=3DV 22, N-way=2-way, K-shot=1-shot2025.0940.52
QPGAN-way=1, K-shot=52026.0339.7
QGEN-way=1, K-shot=12026.0339.09
FTVenue=CVPR 21, N-way=2-way, K-shot=1-shot2025.0938.79
CosegN-way=2, K-shot=52026.0338.45
AttMPTIN-way=1, K-shot=12026.0338.36
UPLN-way=2, K-shot=12026.0337.44
CosegN-way=2, K-shot=12026.0336.45
QGEN-way=2, K-shot=52026.0336.13
QPGAN-way=1, K-shot=12026.0335.83
AttMPTIN-way=2, K-shot=52026.0332.62
QPGAN-way=2, K-shot=52026.0332.41
FTVenue=CVPR 21, N-way=3-way, K-shot=1-shot2025.0932.19
BFGVenue=3DV 22, N-way=3-way, K-shot=1-shot2025.0931.98
QGEN-way=2, K-shot=12026.0330.95
AttMPTIN-way=2, K-shot=12026.0329.62
QPGAN-way=2, K-shot=12026.0326.26