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ResearchFormerly WizWand

Few-shot 3D Scene Segmentation on ScanNet S0

67.08mIoUSeg-PN
19.406431.783244.1656.5368Apr 5, 2024Aug 2, 2024Nov 29, 2024Mar 28, 2025Jul 25, 2025Nov 21, 2025Mar 20, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Seg-PNParam.=0.24 M, N-way=2-way, K-shot=5-shot2024.0467.08
PAP3DParam.=2.45 M, N-way=2-way, K-shot=5-shot2024.0464.55
Seg-PNParam.=0.24 M, N-way=2-way, K-shot=1-shot2024.0463.15
Seg-PNParam.=0.24 M, N-way=3-way, K-shot=5-shot2024.0462.94
Seg-PNParam.=0.24 M, N-way=3-way, K-shot=1-shot2024.0461.8
PAP3DParam.=2.45 M, N-way=3-way, K-shot=5-shot2024.0459.02
PAP3DParam.=2.45 M, N-way=2-way, K-shot=1-shot2024.0457.08
PAP3DParam.=2.45 M, N-way=3-way, K-shot=1-shot2024.0455.27
AttMPTIParam.=0.37 M, N-way=2-way, K-shot=5-shot2024.0454
2CBRParam.=0.35 M, N-way=2-way, K-shot=5-shot2024.0452.35
BFGN-way=2-way, K-shot=5-shot2024.0451.23
2CBRParam.=0.35 M, N-way=2-way, K-shot=1-shot2024.0450.73
QHPN-way=1-way, K-shot=5-shot2025.1250.1
COSegN-way=1-way, K-shot=5-shot2025.1249.43
UPLN-way=1, K-shot=52026.0348.48
CosegN-way=1, K-shot=52026.0348.31
2CBRParam.=0.35 M, N-way=3-way, K-shot=1-shot2024.0447
MPTIParam.=0.29 M, N-way=2-way, K-shot=5-shot2024.0446.9
AttMPTIParam.=0.37 M, N-way=3-way, K-shot=5-shot2024.0446.74
BFGN-way=3-way, K-shot=5-shot2024.0446.25
ProtoNetParam.=0.27 M, N-way=2-way, K-shot=5-shot2024.0445.34
QGEN-way=1-way, K-shot=5-shot2025.1245.08
QGEN-way=1, K-shot=52026.0345.08
2CBRParam.=0.35 M, N-way=3-way, K-shot=5-shot2024.0445.06
Seg-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.0443.97
UPLN-way=1, K-shot=12026.0343.13
DGCNNParam.=1.43 M, N-way=2-way, K-shot=5-shot2024.0442.71
AttMPTIParam.=0.37 M, N-way=2-way, K-shot=1-shot2024.0442.55
BFGN-way=2-way, K-shot=1-shot2024.0442.15
CosegN-way=1, K-shot=12026.0341.73
QGPAN-way=1-way, K-shot=5-shot2025.1241.22
QPGAN-way=1, K-shot=52026.0341.22
QHPN-way=1-way, K-shot=1-shot2025.1240.7
COSegN-way=1-way, K-shot=1-shot2025.1240.57
UPLN-way=2, K-shot=52026.0339.65
MPTIParam.=0.29 M, N-way=2-way, K-shot=1-shot2024.0439.27
AttMPTIN-way=1-way, K-shot=5-shot2025.1239.09
AttMPTIN-way=1, K-shot=52026.0339.09
MPTIParam.=0.29 M, N-way=3-way, K-shot=5-shot2024.0438.14
QGEN-way=1-way, K-shot=1-shot2025.1237.38
QGEN-way=1, K-shot=12026.0337.38
ProtoNetParam.=0.27 M, N-way=3-way, K-shot=5-shot2024.0437.36
Seg-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.0436.8
QHPN-way=2-way, K-shot=5-shot2025.1236.11
CosegN-way=2, K-shot=52026.0335.97
COSegN-way=2-way, K-shot=5-shot2025.1235.49
AttMPTIParam.=0.37 M, N-way=3-way, K-shot=1-shot2024.0435.23
DGCNNParam.=1.43 M, N-way=3-way, K-shot=5-shot2024.0434.93
Point-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.0434.82
QGPAN-way=1-way, K-shot=1-shot2025.1234.57
QPGAN-way=1, K-shot=12026.0334.57
Seg-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.0434.27
BFGN-way=3-way, K-shot=1-shot2024.0434.12
AttMPTIN-way=1-way, K-shot=1-shot2025.1234.03
AttMPTIN-way=1, K-shot=12026.0334.03
ProtoNetParam.=0.27 M, N-way=2-way, K-shot=1-shot2024.0433.92
UPLN-way=2, K-shot=12026.0332.09
DGCNNParam.=1.43 M, N-way=2-way, K-shot=1-shot2024.0431.55
QGPAN-way=2-way, K-shot=5-shot2025.1230.67
QPGAN-way=2, K-shot=52026.0330.67
AttMPTIN-way=2-way, K-shot=5-shot2025.1230.41
AttMPTIN-way=2, K-shot=52026.0330.41
MPTIParam.=0.29 M, N-way=3-way, K-shot=1-shot2024.0429.96
Point-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.0428.85
CosegN-way=2, K-shot=12026.0328.72
ProtoNetParam.=0.27 M, N-way=3-way, K-shot=1-shot2024.0428.47
QHPN-way=2-way, K-shot=1-shot2025.1228.45
QGEN-way=2-way, K-shot=5-shot2025.1228.35
QGEN-way=2, K-shot=52026.0328.35
COSegN-way=2-way, K-shot=1-shot2025.1228.06
Seg-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.0427.41
QGEN-way=2-way, K-shot=1-shot2025.1226.85
QGEN-way=2, K-shot=12026.0326.85
Point-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.0426.42
AttMPTIN-way=2-way, K-shot=1-shot2025.1225.99
AttMPTIN-way=2, K-shot=12026.0325.99
DGCNNParam.=1.43 M, N-way=3-way, K-shot=1-shot2024.0423.99
QGPAN-way=2-way, K-shot=1-shot2025.1221.86
QPGAN-way=2, K-shot=12026.0321.86
Point-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.0421.24