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ResearchFormerly WizWand

Few-shot 3D Scene Segmentation on ScanNet Avg

68.07mIoUSeg-PN
17.640430.732743.82556.9173Apr 5, 2024Jul 16, 2024Oct 26, 2024Feb 5, 2025May 18, 2025Aug 28, 2025Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Seg-PNParam.=0.24 M, N-way=2-way, K-shot=5-shot2024.0468.07
Seg-PNParam.=0.24 M, N-way=3-way, K-shot=5-shot2024.0465.6
Seg-PNParam.=0.24 M, N-way=2-way, K-shot=1-shot2024.0463.74
Seg-PNParam.=0.24 M, N-way=3-way, K-shot=1-shot2024.0463.57
PAP3DParam.=2.45 M, N-way=2-way, K-shot=5-shot2024.0462.1
PAP3DParam.=2.45 M, N-way=2-way, K-shot=1-shot2024.0456.51
PAP3DParam.=2.45 M, N-way=3-way, K-shot=5-shot2024.0456.09
PAP3DParam.=2.45 M, N-way=3-way, K-shot=1-shot2024.0455.44
AttMPTIParam.=0.37 M, N-way=2-way, K-shot=5-shot2024.0452.16
BFGN-way=2-way, K-shot=5-shot2024.0450.31
2CBRParam.=0.35 M, N-way=2-way, K-shot=5-shot2024.0449.75
2CBRParam.=0.35 M, N-way=2-way, K-shot=1-shot2024.0449.2
QHPN-way=1-way, K-shot=5-shot2025.1247.45
2CBRParam.=0.35 M, N-way=3-way, K-shot=1-shot2024.0446.68
COSegN-way=1-way, K-shot=5-shot2025.1246.5
MPTIParam.=0.29 M, N-way=2-way, K-shot=5-shot2024.0445.25
Seg-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.0444.79
BFGN-way=3-way, K-shot=5-shot2024.0443.82
AttMPTIParam.=0.37 M, N-way=3-way, K-shot=5-shot2024.0443.77
ProtoNetParam.=0.27 M, N-way=2-way, K-shot=5-shot2024.0443.68
QGEN-way=1-way, K-shot=5-shot2025.1243.49
2CBRParam.=0.35 M, N-way=3-way, K-shot=5-shot2024.0442.27
QHPN-way=1-way, K-shot=1-shot2025.1241.81
AttMPTIParam.=0.37 M, N-way=2-way, K-shot=1-shot2024.0441.69
BFGN-way=2-way, K-shot=1-shot2024.0441.34
COSegN-way=1-way, K-shot=1-shot2025.1241.26
DGCNNParam.=1.43 M, N-way=2-way, K-shot=5-shot2024.0439.98
QGPAN-way=1-way, K-shot=5-shot2025.1239.94
Seg-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.0438.96
AttMPTIN-way=1-way, K-shot=5-shot2025.1238.12
MPTIParam.=0.29 M, N-way=2-way, K-shot=1-shot2024.0437.71
MPTIParam.=0.29 M, N-way=3-way, K-shot=5-shot2024.0436.25
ProtoNetParam.=0.27 M, N-way=3-way, K-shot=5-shot2024.0436.17
QHPN-way=2-way, K-shot=5-shot2025.1235.21
QGEN-way=1-way, K-shot=1-shot2025.1235.2
COSegN-way=2-way, K-shot=5-shot2025.1234.49
QGPAN-way=1-way, K-shot=1-shot2025.1233.97
Point-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.0433.85
Seg-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.0433.77
BFGN-way=3-way, K-shot=1-shot2024.0433.05
AttMPTIParam.=0.37 M, N-way=3-way, K-shot=1-shot2024.0432.98
AttMPTIN-way=1-way, K-shot=1-shot2025.1232.5
ProtoNetParam.=0.27 M, N-way=2-way, K-shot=1-shot2024.0432.44
DGCNNParam.=1.43 M, N-way=3-way, K-shot=5-shot2024.0431.52
DGCNNParam.=1.43 M, N-way=2-way, K-shot=1-shot2024.0430.25
Point-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.0430.21
QGEN-way=2-way, K-shot=5-shot2025.1229.92
QGPAN-way=2-way, K-shot=5-shot2025.1229.18
AttMPTIN-way=2-way, K-shot=5-shot2025.1228.88
QHPN-way=2-way, K-shot=1-shot2025.1228.76
MPTIParam.=0.29 M, N-way=3-way, K-shot=1-shot2024.0428.61
COSegN-way=2-way, K-shot=1-shot2025.1228.49
Seg-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.0428.29
ProtoNetParam.=0.27 M, N-way=3-way, K-shot=1-shot2024.0427.3
QGEN-way=2-way, K-shot=1-shot2025.1226.01
Point-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.0425.2
AttMPTIN-way=2-way, K-shot=1-shot2025.1224.94
QGPAN-way=2-way, K-shot=1-shot2025.1221.67
DGCNNParam.=1.43 M, N-way=3-way, K-shot=1-shot2024.0421.55
Point-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.0419.58
Point-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.0419.58