3D Few-shot Semantic Segmentation on S3DIS Average
75.85mIoU (%)PENet
Evaluation Results
| Method | Links | |
|---|---|---|
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=5-shot2025.09 | 75.85 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=5-shot2025.09 | 72.42 | |
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=2-way, K-shot=1-shot2025.09 | 70.04 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=2-way, K-shot=1-shot2025.09 | 69.67 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=5-shot2025.09 | 69.36 | |
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=5-shot2025.09 | 68.67 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=5-shot2025.09 | 67.85 | |
| QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=1-shot2025.09 | 67.17 | |
| TFDRVenue=PRL 24, N-way=2-way, K-shot=5-shot2025.09 | 66.81 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=5-shot2025.09 | 66.76 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=2-way, K-shot=1-shot2025.09 | 66.41 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=5-shot2025.09 | 65.64 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=5-shot2025.09 | 65.53 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=5-shot2025.09 | 64.35 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=5-shot2025.09 | 63.56 | |
| PENet#Params (M)=25.09, FLOPs (G)=31.04, N-way=3-way, K-shot=1-shot2025.09 | 63.07 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=2-way, K-shot=1-shot2025.09 | 62.76 | |
| SDSimPointVenue=TNNLS 25, #Params (M)=2.76, FLOPs (G)=8.37, N-way=3-way, K-shot=1-shot2025.09 | 62.19 | |
| Seg-PNVenue=CVPR 24, #Params (M)=0.24, FLOPs (G)=1.78, N-way=3-way, K-shot=1-shot2025.09 | 61.67 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=5-shot2025.09 | 61.04 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=5-shot2025.09 | 60.89 | |
| TFDRVenue=PRL 24, N-way=3-way, K-shot=5-shot2025.09 | 59.32 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=2-way, K-shot=1-shot2025.09 | 58.94 | |
| TFDRVenue=PRL 24, N-way=2-way, K-shot=1-shot2025.09 | 58.18 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=2-way, K-shot=1-shot2025.09 | 58.05 | |
| QGPNetVenue=TCSVT 23, N-way=3-way, K-shot=5-shot2025.09 | 57.17 | |
| QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=1-shot2025.09 | 56.96 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=5-shot2025.09 | 56.79 | |
| FTVenue=CVPR 21, N-way=2-way, K-shot=5-shot2025.09 | 56.74 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=5-shot2025.09 | 55.86 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=2-way, K-shot=1-shot2025.09 | 54.86 | |
| SQFIVenue=TCSVT 24, #Params (M)=0.39, FLOPs (G)=12.59, N-way=3-way, K-shot=1-shot2025.09 | 53.96 | |
| PAP3DVenue=TIP 23, #Params (M)=2.79, FLOPs (G)=16.30, N-way=3-way, K-shot=1-shot2025.09 | 52.78 | |
| BFGVenue=3DV 22, N-way=2-way, K-shot=5-shot2025.09 | 50.31 | |
| 2CBRVenue=TMM 23, #Params (M)=0.37, FLOPs (G)=10.05, N-way=3-way, K-shot=1-shot2025.09 | 50.21 | |
| TFDRVenue=PRL 24, N-way=3-way, K-shot=1-shot2025.09 | 49.08 | |
| QGPNetVenue=TCSVT 23, N-way=2-way, K-shot=5-shot2025.09 | 48.56 | |
| FTVenue=CVPR 21, N-way=3-way, K-shot=5-shot2025.09 | 47.23 | |
| AttMPTIVenue=CVPR 21, #Params (M)=0.36, FLOPs (G)=152.65, N-way=3-way, K-shot=1-shot2025.09 | 47.23 | |
| BFGVenue=3DV 22, N-way=3-way, K-shot=5-shot2025.09 | 43.82 | |
| BFGVenue=3DV 22, N-way=2-way, K-shot=1-shot2025.09 | 41.34 | |
| FTVenue=CVPR 21, N-way=2-way, K-shot=1-shot2025.09 | 37.57 | |
| BFGVenue=3DV 22, N-way=3-way, K-shot=1-shot2025.09 | 33.05 | |
| FTVenue=CVPR 21, N-way=3-way, K-shot=1-shot2025.09 | 31.12 |