3D Semantic Segmentation on S3DIS (S0, S1)
67.63mIoU (S0)Seg-PN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Seg-PNShots=5-shot, Parameters=0.24 M2024.04 | 67.63 | 71.48 | 69.36 | |
| PAP3DShots=5-shot, Parameters=2.45 M2024.04 | 65.4 | 70.3 | 67.85 | |
| Seg-PNShots=1-shot, Parameters=0.24 M2024.04 | 64.84 | 67.98 | 66.41 | |
| BFGShots=5-shot2024.04 | 63.71 | 66.62 | 65.17 | |
| 2CBRShots=5-shot, Parameters=0.35 M2024.04 | 63.55 | 67.51 | 65.53 | |
| Seg-PNShots=5-shot, Parameters=0.24 M2024.04 | 62.58 | 64.53 | 63.56 | |
| AttMPTIShots=5-shot, Parameters=0.37 M2024.04 | 61.67 | 67.02 | 64.35 | |
| PAP3DShots=5-shot, Parameters=2.45 M2024.04 | 61.27 | 60.81 | 61.04 | |
| Seg-PNShots=1-shot, Parameters=0.24 M2024.04 | 60.12 | 63.22 | 61.67 | |
| PAP3DShots=1-shot, Parameters=2.45 M2024.04 | 59.45 | 66.08 | 62.76 | |
| Seg-NNShots=5-shot, Parameters=0.00 M2024.04 | 59.4 | 61.48 | 60.44 | |
| MPTIShots=5-shot, Parameters=0.29 M2024.04 | 58.93 | 60.56 | 59.75 | |
| ProtoNetShots=5-shot, Parameters=0.27 M2024.04 | 57.34 | 63.22 | 60.28 | |
| DGCNNShots=5-shot, Parameters=0.62 M2024.04 | 56.49 | 56.99 | 56.74 | |
| 2CBRShots=1-shot, Parameters=0.35 M2024.04 | 55.89 | 61.99 | 58.94 | |
| BFGShots=1-shot2024.04 | 55.6 | 55.98 | 55.79 | |
| 2CBRShots=5-shot, Parameters=0.35 M2024.04 | 55.51 | 58.07 | 56.79 | |
| BFGShots=5-shot2024.04 | 55.05 | 57.8 | 56.43 | |
| AttMPTIShots=5-shot, Parameters=0.37 M2024.04 | 54.92 | 56.79 | 55.86 | |
| AttMPTIShots=1-shot, Parameters=0.37 M2024.04 | 53.77 | 55.94 | 54.86 | |
| MPTIShots=1-shot, Parameters=0.29 M2024.04 | 52.27 | 51.48 | 51.88 | |
| Point-NNShots=5-shot, Parameters=0.00 M2024.04 | 51.91 | 49.35 | 50.63 | |
| MPTIShots=5-shot, Parameters=0.29 M2024.04 | 51.74 | 48.57 | 50.16 | |
| Seg-NNShots=5-shot, Parameters=0.00 M2024.04 | 50.14 | 51.33 | 50.74 | |
| Seg-NNShots=1-shot, Parameters=0.00 M2024.04 | 49.45 | 49.6 | 49.53 | |
| ProtoNetShots=5-shot, Parameters=0.27 M2024.04 | 49.05 | 53.42 | 51.24 | |
| PAP3DShots=1-shot, Parameters=2.45 M2024.04 | 48.99 | 56.57 | 52.78 | |
| ProtoNetShots=1-shot, Parameters=0.27 M2024.04 | 48.39 | 49.98 | 49.19 | |
| DGCNNShots=5-shot, Parameters=0.62 M2024.04 | 46.88 | 47.57 | 47.23 | |
| 2CBRShots=1-shot, Parameters=0.35 M2024.04 | 46.51 | 53.91 | 50.21 | |
| BFGShots=1-shot2024.04 | 46.18 | 48.36 | 47.27 | |
| Point-NNShots=5-shot, Parameters=0.00 M2024.04 | 45.91 | 43.44 | 44.67 | |
| AttMPTIShots=1-shot, Parameters=0.37 M2024.04 | 45.18 | 49.27 | 47.23 | |
| MPTIShots=1-shot, Parameters=0.29 M2024.04 | 44.27 | 46.92 | 45.6 | |
| Point-NNShots=1-shot, Parameters=0.00 M2024.04 | 42.12 | 42.62 | 42.37 | |
| ProtoNetShots=1-shot, Parameters=0.27 M2024.04 | 40.81 | 45.07 | 42.94 | |
| Seg-NNShots=1-shot, Parameters=0.00 M2024.04 | 39.06 | 40.1 | 39.58 | |
| Point-NNShots=1-shot, Parameters=0.00 M2024.04 | 38 | 36.21 | 37.1 | |
| DGCNNShots=1-shot, Parameters=0.62 M2024.04 | 36.34 | 38.79 | 37.57 | |
| DGCNNShots=1-shot, Parameters=0.62 M2024.04 | 30.05 | 32.19 | 31.12 |