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ResearchFormerly WizWand

Few-shot 3D Semantic Segmentation on S3DIS (S0)

72.33mIoUPENet
23.647636.286348.92561.5637Sep 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-shot2025.0972.33
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=5-shot2025.0972.12
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=1-shot2025.0968.73
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=5-shot2025.0967.63
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=5-shot2025.0965.98
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=5-shot2025.0965.4
QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=1-shot2025.0965.34
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=5-shot2025.0965.17
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=1-shot2025.0965.13
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=1-shot2025.0964.84
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=5-shot2025.0964.02
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=5-shot2025.0963.55
TFDRVenue=PRL 24, N-way=2-way, K-shot=5-shot2025.0963.44
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=5-shot2025.0962.58
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=1-shot2025.0962.28
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=5-shot2025.0961.67
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=5-shot2025.0961.27
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=1-shot2025.0960.12
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=1-shot2025.0959.45
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=5-shot2025.0958.96
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=1-shot2025.0958.89
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=1-shot2025.0957.03
FTVenue=CVPR 21, N-way=2-way, K-shot=5-shot2025.0956.49
QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=1-shot2025.0956.3
UPLN-way=1, K-shot=52026.0355.92
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=1-shot2025.0955.89
QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=5-shot2025.0955.8
TFDRVenue=PRL 24, N-way=2-way, K-shot=1-shot2025.0955.77
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=5-shot2025.0955.51
TFDRVenue=PRL 24, N-way=3-way, K-shot=5-shot2025.0955.15
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=5-shot2025.0954.92
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=1-shot2025.0953.77
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=1-shot2025.0952.89
CosegN-way=1, K-shot=52026.0351.4
BFGVenue=3DV 22, N-way=2-way, K-shot=5-shot2025.0951.23
QGEN-way=1, K-shot=52026.0350.59
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=1-shot2025.0948.99
UPLN-way=1, K-shot=12026.0348.18
QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=5-shot2025.0947
FTVenue=CVPR 21, N-way=3-way, K-shot=5-shot2025.0946.88
AttMPTIN-way=1, K-shot=52026.0346.71
TFDRVenue=PRL 24, N-way=3-way, K-shot=1-shot2025.0946.64
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=1-shot2025.0946.51
CosegN-way=1, K-shot=12026.0346.31
BFGVenue=3DV 22, N-way=3-way, K-shot=5-shot2025.0946.25
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=1-shot2025.0945.18
CosegN-way=2, K-shot=52026.0342.27
BFGVenue=3DV 22, N-way=2-way, K-shot=1-shot2025.0942.15
UPLN-way=2, K-shot=52026.0341.78
QGEN-way=1, K-shot=12026.0341.69
QGEN-way=2, K-shot=52026.0340.53
AttMPTIN-way=2, K-shot=52026.0339.53
UPLN-way=2, K-shot=12026.0338.13
QPGAN-way=1, K-shot=52026.0338.07
CosegN-way=2, K-shot=12026.0337.44
FTVenue=CVPR 21, N-way=2-way, K-shot=1-shot2025.0936.34
AttMPTIN-way=1, K-shot=12026.0336.32
QPGAN-way=1, K-shot=12026.0335.5
BFGVenue=3DV 22, N-way=3-way, K-shot=1-shot2025.0934.12
QGEN-way=2, K-shot=12026.0333.45
AttMPTIN-way=2, K-shot=12026.0331.09
QPGAN-way=2, K-shot=52026.0330.22
FTVenue=CVPR 21, N-way=3-way, K-shot=1-shot2025.0930.05
QPGAN-way=2, K-shot=12026.0325.52