Few-shot 3D Semantic Segmentation on S3DIS (S0)
72.33mIoUPENet
Evaluation Results
| Method | Links | |
|---|---|---|
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=5-shot2025.09 | 72.33 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=5-shot2025.09 | 72.12 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=1-shot2025.09 | 68.73 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=5-shot2025.09 | 67.63 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=5-shot2025.09 | 65.98 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=5-shot2025.09 | 65.4 | |
| QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=1-shot2025.09 | 65.34 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=5-shot2025.09 | 65.17 | |
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=1-shot2025.09 | 65.13 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=1-shot2025.09 | 64.84 | |
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=5-shot2025.09 | 64.02 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=5-shot2025.09 | 63.55 | |
| TFDRVenue=PRL 24, N-way=2-way, K-shot=5-shot2025.09 | 63.44 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=5-shot2025.09 | 62.58 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=1-shot2025.09 | 62.28 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=5-shot2025.09 | 61.67 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=5-shot2025.09 | 61.27 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=1-shot2025.09 | 60.12 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=1-shot2025.09 | 59.45 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=5-shot2025.09 | 58.96 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=1-shot2025.09 | 58.89 | |
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=1-shot2025.09 | 57.03 | |
| FTVenue=CVPR 21, N-way=2-way, K-shot=5-shot2025.09 | 56.49 | |
| QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=1-shot2025.09 | 56.3 | |
| UPLN-way=1, K-shot=52026.03 | 55.92 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=1-shot2025.09 | 55.89 | |
| QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=5-shot2025.09 | 55.8 | |
| TFDRVenue=PRL 24, N-way=2-way, K-shot=1-shot2025.09 | 55.77 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=5-shot2025.09 | 55.51 | |
| TFDRVenue=PRL 24, N-way=3-way, K-shot=5-shot2025.09 | 55.15 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=5-shot2025.09 | 54.92 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=1-shot2025.09 | 53.77 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=1-shot2025.09 | 52.89 | |
| CosegN-way=1, K-shot=52026.03 | 51.4 | |
| BFGVenue=3DV 22, N-way=2-way, K-shot=5-shot2025.09 | 51.23 | |
| QGEN-way=1, K-shot=52026.03 | 50.59 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=1-shot2025.09 | 48.99 | |
| UPLN-way=1, K-shot=12026.03 | 48.18 | |
| QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=5-shot2025.09 | 47 | |
| FTVenue=CVPR 21, N-way=3-way, K-shot=5-shot2025.09 | 46.88 | |
| AttMPTIN-way=1, K-shot=52026.03 | 46.71 | |
| TFDRVenue=PRL 24, N-way=3-way, K-shot=1-shot2025.09 | 46.64 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=1-shot2025.09 | 46.51 | |
| CosegN-way=1, K-shot=12026.03 | 46.31 | |
| BFGVenue=3DV 22, N-way=3-way, K-shot=5-shot2025.09 | 46.25 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=1-shot2025.09 | 45.18 | |
| CosegN-way=2, K-shot=52026.03 | 42.27 | |
| BFGVenue=3DV 22, N-way=2-way, K-shot=1-shot2025.09 | 42.15 | |
| UPLN-way=2, K-shot=52026.03 | 41.78 | |
| QGEN-way=1, K-shot=12026.03 | 41.69 | |
| QGEN-way=2, K-shot=52026.03 | 40.53 | |
| AttMPTIN-way=2, K-shot=52026.03 | 39.53 | |
| UPLN-way=2, K-shot=12026.03 | 38.13 | |
| QPGAN-way=1, K-shot=52026.03 | 38.07 | |
| CosegN-way=2, K-shot=12026.03 | 37.44 | |
| FTVenue=CVPR 21, N-way=2-way, K-shot=1-shot2025.09 | 36.34 | |
| AttMPTIN-way=1, K-shot=12026.03 | 36.32 | |
| QPGAN-way=1, K-shot=12026.03 | 35.5 | |
| BFGVenue=3DV 22, N-way=3-way, K-shot=1-shot2025.09 | 34.12 | |
| QGEN-way=2, K-shot=12026.03 | 33.45 | |
| AttMPTIN-way=2, K-shot=12026.03 | 31.09 | |
| QPGAN-way=2, K-shot=52026.03 | 30.22 | |
| FTVenue=CVPR 21, N-way=3-way, K-shot=1-shot2025.09 | 30.05 | |
| QPGAN-way=2, K-shot=12026.03 | 25.52 |