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ResearchFormerly WizWand

3D Few-shot Semantic Segmentation on S3DIS Average

75.85mIoU (%)PENet
29.330841.407953.48565.5621Sep 16, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=5-shot2025.0975.85
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=5-shot2025.0972.42
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=1-shot2025.0970.04
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=1-shot2025.0969.67
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=5-shot2025.0969.36
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=5-shot2025.0968.67
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=5-shot2025.0967.85
QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=1-shot2025.0967.17
TFDRVenue=PRL 24, N-way=2-way, K-shot=5-shot2025.0966.81
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=5-shot2025.0966.76
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=1-shot2025.0966.41
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=5-shot2025.0965.64
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=5-shot2025.0965.53
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=5-shot2025.0964.35
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=5-shot2025.0963.56
PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=1-shot2025.0963.07
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=1-shot2025.0962.76
SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=1-shot2025.0962.19
Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=1-shot2025.0961.67
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=5-shot2025.0961.04
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=5-shot2025.0960.89
TFDRVenue=PRL 24, N-way=3-way, K-shot=5-shot2025.0959.32
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=1-shot2025.0958.94
TFDRVenue=PRL 24, N-way=2-way, K-shot=1-shot2025.0958.18
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=1-shot2025.0958.05
QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=5-shot2025.0957.17
QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=1-shot2025.0956.96
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=5-shot2025.0956.79
FTVenue=CVPR 21, N-way=2-way, K-shot=5-shot2025.0956.74
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=5-shot2025.0955.86
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=1-shot2025.0954.86
SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=1-shot2025.0953.96
PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=1-shot2025.0952.78
BFGVenue=3DV 22, N-way=2-way, K-shot=5-shot2025.0950.31
2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=1-shot2025.0950.21
TFDRVenue=PRL 24, N-way=3-way, K-shot=1-shot2025.0949.08
QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=5-shot2025.0948.56
FTVenue=CVPR 21, N-way=3-way, K-shot=5-shot2025.0947.23
AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=1-shot2025.0947.23
BFGVenue=3DV 22, N-way=3-way, K-shot=5-shot2025.0943.82
BFGVenue=3DV 22, N-way=2-way, K-shot=1-shot2025.0941.34
FTVenue=CVPR 21, N-way=2-way, K-shot=1-shot2025.0937.57
BFGVenue=3DV 22, N-way=3-way, K-shot=1-shot2025.0933.05
FTVenue=CVPR 21, N-way=3-way, K-shot=1-shot2025.0931.12