3D Point Cloud Semantic Segmentation on ScanNet Mean Fold official
50.85mIoUDA-FSS
Evaluation results
| Method | Links | |
|---|---|---|
| DA-FSSFew-shot setting=1-way 5-shot, Evaluation protocol=Reproduced Environment (Strict Control)2026.01 | 50.85 | |
| MM-FSSFew-shot setting=1-way 5-shot, Evaluation protocol=Reproduced Environment (Strict Control), Pre-trained weights=Official Weights2026.01 | 50.3 | |
| MM-FSSFew-shot setting=1-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 50.07 | |
| COSegFew-shot setting=1-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 46.61 | |
| DA-FSSFew-shot setting=2-way 5-shot, Evaluation protocol=Reproduced Environment (Strict Control)2026.01 | 45.53 | |
| DA-FSSFew-shot setting=1-way 1-shot, Evaluation protocol=Reproduced Environment (Strict Control)2026.01 | 45.46 | |
| MM-FSSFew-shot setting=1-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 44.73 | |
| MM-FSSFew-shot setting=1-way 1-shot, Evaluation protocol=Reproduced Environment (Strict Control), Pre-trained weights=Official Weights2026.01 | 44.46 | |
| MM-FSSFew-shot setting=2-way 5-shot, Evaluation protocol=Reproduced Environment (Strict Control), Pre-trained weights=Official Weights2026.01 | 44.2 | |
| MM-FSSFew-shot setting=2-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 44.09 | |
| QGEFew-shot setting=1-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 43.49 | |
| COSegFew-shot setting=1-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 42.01 | |
| DA-FSSFew-shot setting=2-way 1-shot, Evaluation protocol=Reproduced Environment (Strict Control)2026.01 | 39.77 | |
| MM-FSSFew-shot setting=2-way 1-shot, Evaluation protocol=Reproduced Environment (Strict Control), Pre-trained weights=Official Weights2026.01 | 39.23 | |
| MM-FSSFew-shot setting=2-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 39.21 | |
| AttMPTIFew-shot setting=1-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 38.12 | |
| COSegFew-shot setting=2-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 35.51 | |
| QGEFew-shot setting=1-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 35.2 | |
| AttMPTIFew-shot setting=1-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 32.5 | |
| QGEFew-shot setting=2-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 29.92 | |
| COSegFew-shot setting=2-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 29.03 | |
| AttMPTIFew-shot setting=2-way 5-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 28.88 | |
| QGEFew-shot setting=2-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 26.01 | |
| AttMPTIFew-shot setting=2-way 1-shot, Evaluation protocol=Official Results (from Literature)2026.01 | 24.94 |