Few-shot 3D Scene Segmentation on ScanNet Avg
68.07mIoUSeg-PN
Evaluation Results
| Method | Links | |
|---|---|---|
| Seg-PNParam.=0.24 M, N-way=2-way, K-shot=5-shot2024.04 | 68.07 | |
| Seg-PNParam.=0.24 M, N-way=3-way, K-shot=5-shot2024.04 | 65.6 | |
| Seg-PNParam.=0.24 M, N-way=2-way, K-shot=1-shot2024.04 | 63.74 | |
| Seg-PNParam.=0.24 M, N-way=3-way, K-shot=1-shot2024.04 | 63.57 | |
| PAP3DParam.=2.45 M, N-way=2-way, K-shot=5-shot2024.04 | 62.1 | |
| PAP3DParam.=2.45 M, N-way=2-way, K-shot=1-shot2024.04 | 56.51 | |
| PAP3DParam.=2.45 M, N-way=3-way, K-shot=5-shot2024.04 | 56.09 | |
| PAP3DParam.=2.45 M, N-way=3-way, K-shot=1-shot2024.04 | 55.44 | |
| AttMPTIParam.=0.37 M, N-way=2-way, K-shot=5-shot2024.04 | 52.16 | |
| BFGN-way=2-way, K-shot=5-shot2024.04 | 50.31 | |
| 2CBRParam.=0.35 M, N-way=2-way, K-shot=5-shot2024.04 | 49.75 | |
| 2CBRParam.=0.35 M, N-way=2-way, K-shot=1-shot2024.04 | 49.2 | |
| QHPN-way=1-way, K-shot=5-shot2025.12 | 47.45 | |
| 2CBRParam.=0.35 M, N-way=3-way, K-shot=1-shot2024.04 | 46.68 | |
| COSegN-way=1-way, K-shot=5-shot2025.12 | 46.5 | |
| MPTIParam.=0.29 M, N-way=2-way, K-shot=5-shot2024.04 | 45.25 | |
| Seg-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.04 | 44.79 | |
| BFGN-way=3-way, K-shot=5-shot2024.04 | 43.82 | |
| AttMPTIParam.=0.37 M, N-way=3-way, K-shot=5-shot2024.04 | 43.77 | |
| ProtoNetParam.=0.27 M, N-way=2-way, K-shot=5-shot2024.04 | 43.68 | |
| QGEN-way=1-way, K-shot=5-shot2025.12 | 43.49 | |
| 2CBRParam.=0.35 M, N-way=3-way, K-shot=5-shot2024.04 | 42.27 | |
| QHPN-way=1-way, K-shot=1-shot2025.12 | 41.81 | |
| AttMPTIParam.=0.37 M, N-way=2-way, K-shot=1-shot2024.04 | 41.69 | |
| BFGN-way=2-way, K-shot=1-shot2024.04 | 41.34 | |
| COSegN-way=1-way, K-shot=1-shot2025.12 | 41.26 | |
| DGCNNParam.=1.43 M, N-way=2-way, K-shot=5-shot2024.04 | 39.98 | |
| QGPAN-way=1-way, K-shot=5-shot2025.12 | 39.94 | |
| Seg-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.04 | 38.96 | |
| AttMPTIN-way=1-way, K-shot=5-shot2025.12 | 38.12 | |
| MPTIParam.=0.29 M, N-way=2-way, K-shot=1-shot2024.04 | 37.71 | |
| MPTIParam.=0.29 M, N-way=3-way, K-shot=5-shot2024.04 | 36.25 | |
| ProtoNetParam.=0.27 M, N-way=3-way, K-shot=5-shot2024.04 | 36.17 | |
| QHPN-way=2-way, K-shot=5-shot2025.12 | 35.21 | |
| QGEN-way=1-way, K-shot=1-shot2025.12 | 35.2 | |
| COSegN-way=2-way, K-shot=5-shot2025.12 | 34.49 | |
| QGPAN-way=1-way, K-shot=1-shot2025.12 | 33.97 | |
| Point-NNParam.=0.00 M, N-way=2-way, K-shot=5-shot2024.04 | 33.85 | |
| Seg-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.04 | 33.77 | |
| BFGN-way=3-way, K-shot=1-shot2024.04 | 33.05 | |
| AttMPTIParam.=0.37 M, N-way=3-way, K-shot=1-shot2024.04 | 32.98 | |
| AttMPTIN-way=1-way, K-shot=1-shot2025.12 | 32.5 | |
| ProtoNetParam.=0.27 M, N-way=2-way, K-shot=1-shot2024.04 | 32.44 | |
| DGCNNParam.=1.43 M, N-way=3-way, K-shot=5-shot2024.04 | 31.52 | |
| DGCNNParam.=1.43 M, N-way=2-way, K-shot=1-shot2024.04 | 30.25 | |
| Point-NNParam.=0.00 M, N-way=2-way, K-shot=1-shot2024.04 | 30.21 | |
| QGEN-way=2-way, K-shot=5-shot2025.12 | 29.92 | |
| QGPAN-way=2-way, K-shot=5-shot2025.12 | 29.18 | |
| AttMPTIN-way=2-way, K-shot=5-shot2025.12 | 28.88 | |
| QHPN-way=2-way, K-shot=1-shot2025.12 | 28.76 | |
| MPTIParam.=0.29 M, N-way=3-way, K-shot=1-shot2024.04 | 28.61 | |
| COSegN-way=2-way, K-shot=1-shot2025.12 | 28.49 | |
| Seg-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.04 | 28.29 | |
| ProtoNetParam.=0.27 M, N-way=3-way, K-shot=1-shot2024.04 | 27.3 | |
| QGEN-way=2-way, K-shot=1-shot2025.12 | 26.01 | |
| Point-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.04 | 25.2 | |
| AttMPTIN-way=2-way, K-shot=1-shot2025.12 | 24.94 | |
| QGPAN-way=2-way, K-shot=1-shot2025.12 | 21.67 | |
| DGCNNParam.=1.43 M, N-way=3-way, K-shot=1-shot2024.04 | 21.55 | |
| Point-NNParam.=0.00 M, N-way=3-way, K-shot=1-shot2024.04 | 19.58 | |
| Point-NNParam.=0.00 M, N-way=3-way, K-shot=5-shot2024.04 | 19.58 |