Few-shot 3D Scene Segmentation on ScanNet S0
67.08mIoUSeg-PN
Evaluation Results
| Method | Links | |
|---|---|---|
| Seg-PNParam.=0.24 M, N-way=2-way, K-shot=5-shot2024.04 | 67.08 | |
| PAP3DParam.=2.45 M, N-way=2-way, K-shot=5-shot2024.04 | 64.55 | |
| Seg-PNParam.=0.24 M, N-way=2-way, K-shot=1-shot2024.04 | 63.15 | |
| Seg-PNParam.=0.24 M, N-way=3-way, K-shot=5-shot2024.04 | 62.94 | |
| Seg-PNParam.=0.24 M, N-way=3-way, K-shot=1-shot2024.04 | 61.8 | |
| PAP3DParam.=2.45 M, N-way=3-way, K-shot=5-shot2024.04 | 59.02 | |
| PAP3DParam.=2.45 M, N-way=2-way, K-shot=1-shot2024.04 | 57.08 | |
| PAP3DParam.=2.45 M, N-way=3-way, K-shot=1-shot2024.04 | 55.27 | |
| AttMPTIParam.=0.37 M, N-way=2-way, K-shot=5-shot2024.04 | 54 | |
| 2CBRParam.=0.35 M, N-way=2-way, K-shot=5-shot2024.04 | 52.35 | |
| BFGN-way=2-way, K-shot=5-shot2024.04 | 51.23 | |
| 2CBRParam.=0.35 M, N-way=2-way, K-shot=1-shot2024.04 | 50.73 | |
| QHPN-way=1-way, K-shot=5-shot2025.12 | 50.1 | |
| COSegN-way=1-way, K-shot=5-shot2025.12 | 49.43 | |
| UPLN-way=1, K-shot=52026.03 | 48.48 | |
| CosegN-way=1, K-shot=52026.03 | 48.31 | |
| 2CBRParam.=0.35 M, N-way=3-way, K-shot=1-shot2024.04 | 47 | |
| MPTIParam.=0.29 M, N-way=2-way, K-shot=5-shot2024.04 | 46.9 | |
| AttMPTIParam.=0.37 M, N-way=3-way, K-shot=5-shot2024.04 | 46.74 | |
| BFGN-way=3-way, K-shot=5-shot2024.04 | 46.25 | |
| ProtoNetParam.=0.27 M, N-way=2-way, K-shot=5-shot2024.04 | 45.34 | |
| QGEN-way=1-way, K-shot=5-shot2025.12 | 45.08 | |
| QGEN-way=1, K-shot=52026.03 | 45.08 | |
| 2CBRParam.=0.35 M, N-way=3-way, K-shot=5-shot2024.04 | 45.06 | |
| Seg-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.04 | 43.97 | |
| UPLN-way=1, K-shot=12026.03 | 43.13 | |
| DGCNNParam.=1.43 M, N-way=2-way, K-shot=5-shot2024.04 | 42.71 | |
| AttMPTIParam.=0.37 M, N-way=2-way, K-shot=1-shot2024.04 | 42.55 | |
| BFGN-way=2-way, K-shot=1-shot2024.04 | 42.15 | |
| CosegN-way=1, K-shot=12026.03 | 41.73 | |
| QGPAN-way=1-way, K-shot=5-shot2025.12 | 41.22 | |
| QPGAN-way=1, K-shot=52026.03 | 41.22 | |
| QHPN-way=1-way, K-shot=1-shot2025.12 | 40.7 | |
| COSegN-way=1-way, K-shot=1-shot2025.12 | 40.57 | |
| UPLN-way=2, K-shot=52026.03 | 39.65 | |
| MPTIParam.=0.29 M, N-way=2-way, K-shot=1-shot2024.04 | 39.27 | |
| AttMPTIN-way=1-way, K-shot=5-shot2025.12 | 39.09 | |
| AttMPTIN-way=1, K-shot=52026.03 | 39.09 | |
| MPTIParam.=0.29 M, N-way=3-way, K-shot=5-shot2024.04 | 38.14 | |
| QGEN-way=1-way, K-shot=1-shot2025.12 | 37.38 | |
| QGEN-way=1, K-shot=12026.03 | 37.38 | |
| ProtoNetParam.=0.27 M, N-way=3-way, K-shot=5-shot2024.04 | 37.36 | |
| Seg-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.04 | 36.8 | |
| QHPN-way=2-way, K-shot=5-shot2025.12 | 36.11 | |
| CosegN-way=2, K-shot=52026.03 | 35.97 | |
| COSegN-way=2-way, K-shot=5-shot2025.12 | 35.49 | |
| AttMPTIParam.=0.37 M, N-way=3-way, K-shot=1-shot2024.04 | 35.23 | |
| DGCNNParam.=1.43 M, N-way=3-way, K-shot=5-shot2024.04 | 34.93 | |
| Point-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.04 | 34.82 | |
| QGPAN-way=1-way, K-shot=1-shot2025.12 | 34.57 | |
| QPGAN-way=1, K-shot=12026.03 | 34.57 | |
| Seg-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.04 | 34.27 | |
| BFGN-way=3-way, K-shot=1-shot2024.04 | 34.12 | |
| AttMPTIN-way=1-way, K-shot=1-shot2025.12 | 34.03 | |
| AttMPTIN-way=1, K-shot=12026.03 | 34.03 | |
| ProtoNetParam.=0.27 M, N-way=2-way, K-shot=1-shot2024.04 | 33.92 | |
| UPLN-way=2, K-shot=12026.03 | 32.09 | |
| DGCNNParam.=1.43 M, N-way=2-way, K-shot=1-shot2024.04 | 31.55 | |
| QGPAN-way=2-way, K-shot=5-shot2025.12 | 30.67 | |
| QPGAN-way=2, K-shot=52026.03 | 30.67 | |
| AttMPTIN-way=2-way, K-shot=5-shot2025.12 | 30.41 | |
| AttMPTIN-way=2, K-shot=52026.03 | 30.41 | |
| MPTIParam.=0.29 M, N-way=3-way, K-shot=1-shot2024.04 | 29.96 | |
| Point-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.04 | 28.85 | |
| CosegN-way=2, K-shot=12026.03 | 28.72 | |
| ProtoNetParam.=0.27 M, N-way=3-way, K-shot=1-shot2024.04 | 28.47 | |
| QHPN-way=2-way, K-shot=1-shot2025.12 | 28.45 | |
| QGEN-way=2-way, K-shot=5-shot2025.12 | 28.35 | |
| QGEN-way=2, K-shot=52026.03 | 28.35 | |
| COSegN-way=2-way, K-shot=1-shot2025.12 | 28.06 | |
| Seg-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.04 | 27.41 | |
| QGEN-way=2-way, K-shot=1-shot2025.12 | 26.85 | |
| QGEN-way=2, K-shot=12026.03 | 26.85 | |
| Point-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.04 | 26.42 | |
| AttMPTIN-way=2-way, K-shot=1-shot2025.12 | 25.99 | |
| AttMPTIN-way=2, K-shot=12026.03 | 25.99 | |
| DGCNNParam.=1.43 M, N-way=3-way, K-shot=1-shot2024.04 | 23.99 | |
| QGPAN-way=2-way, K-shot=1-shot2025.12 | 21.86 | |
| QPGAN-way=2, K-shot=12026.03 | 21.86 | |
| Point-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.04 | 21.24 |