Few-shot 3D Point Cloud Semantic Segmentation on S3DIS (Mean across folds)
52.22mIoUUPL
Evaluation Results
| Method | Links | |
|---|---|---|
| UPLN-way=1, K-shot=52026.03 | 52.22 | |
| QHPFew-shot setting=1-way 5-shot2025.12 | 50.96 | |
| CosegN-way=1, K-shot=52026.03 | 50.04 | |
| QHPFew-shot setting=1-way 1-shot2025.12 | 49.53 | |
| COSegFew-shot setting=1-way 5-shot2025.12 | 48.6 | |
| UPLN-way=1, K-shot=12026.03 | 48.6 | |
| QGEFew-shot setting=1-way 5-shot2025.12 | 48.5 | |
| QGEN-way=1, K-shot=52026.03 | 48.5 | |
| CosegN-way=1, K-shot=12026.03 | 47.21 | |
| COSegFew-shot setting=1-way 1-shot2025.12 | 46.71 | |
| AttMPTIFew-shot setting=1-way 5-shot2025.12 | 44.71 | |
| AttMPTIN-way=1, K-shot=52026.03 | 44.71 | |
| QHPFew-shot setting=2-way 5-shot2025.12 | 41.97 | |
| UPLN-way=2, K-shot=52026.03 | 41.87 | |
| QGEFew-shot setting=1-way 1-shot2025.12 | 40.39 | |
| QGEN-way=1, K-shot=12026.03 | 40.39 | |
| CosegN-way=2, K-shot=52026.03 | 40.36 | |
| COSegFew-shot setting=2-way 5-shot2025.12 | 40.33 | |
| QGPAFew-shot setting=1-way 5-shot2025.12 | 38.89 | |
| QPGAN-way=1, K-shot=52026.03 | 38.89 | |
| QHPFew-shot setting=2-way 1-shot2025.12 | 38.35 | |
| QGEFew-shot setting=2-way 5-shot2025.12 | 38.33 | |
| QGEN-way=2, K-shot=52026.03 | 38.33 | |
| UPLN-way=2, K-shot=12026.03 | 37.79 | |
| AttMPTIFew-shot setting=1-way 1-shot2025.12 | 37.34 | |
| AttMPTIN-way=1, K-shot=12026.03 | 37.34 | |
| COSegFew-shot setting=2-way 1-shot2025.12 | 37.1 | |
| CosegN-way=2, K-shot=12026.03 | 36.95 | |
| AttMPTIFew-shot setting=2-way 5-shot2025.12 | 36.08 | |
| AttMPTIN-way=2, K-shot=52026.03 | 36.08 | |
| QGPAFew-shot setting=1-way 1-shot2025.12 | 35.67 | |
| QPGAN-way=1, K-shot=12026.03 | 35.67 | |
| QGEFew-shot setting=2-way 1-shot2025.12 | 32.2 | |
| QGEN-way=2, K-shot=12026.03 | 32.2 | |
| QPGAN-way=2, K-shot=52026.03 | 31.32 | |
| QGPAFew-shot setting=2-way 5-shot2025.12 | 31.31 | |
| AttMPTIFew-shot setting=2-way 1-shot2025.12 | 30.36 | |
| AttMPTIN-way=2, K-shot=12026.03 | 30.36 | |
| QGPAFew-shot setting=2-way 1-shot2025.12 | 25.89 | |
| QPGAN-way=2, K-shot=12026.03 | 25.89 |