Part Segmentation on ShapeNet In-Context 1.0 (test)
83.9mIoUDeformPIC
Evaluation results
| Method | Links | |
|---|---|---|
| DeformPICTraining Paradigm=In-Context Learning2026.04 | 83.9 | |
| PIC-S-CatTraining Paradigm=In-Context Learning2026.04 | 83.8 | |
| PIC-S-SepTraining Paradigm=In-Context Learning2026.04 | 83.7 | |
| ACTTraining Paradigm=Task-Specific, Pre-trained=No2026.04 | 81.2 | |
| PCTTraining Paradigm=Task-Specific, Pre-trained=No2026.04 | 79.5 | |
| PIC-CatTraining Paradigm=In-Context Learning2026.04 | 79 | |
| PointNetTraining Paradigm=Task-Specific, Pre-trained=No2026.04 | 77.5 | |
| DGCNNTraining Paradigm=Task-Specific, Pre-trained=No2026.04 | 76.1 | |
| PIC-SepTraining Paradigm=In-Context Learning2026.04 | 75 | |
| PCP-MAETraining Paradigm=Multitask, Pre-trained=Yes2026.04 | 49.8 | |
| UniPre3DTraining Paradigm=Multitask, Pre-trained=Yes2026.04 | 44 | |
| I2P-MAETraining Paradigm=Multitask, Pre-trained=Yes2026.04 | 22.6 | |
| DGCNNTraining Paradigm=Multitask, Pre-trained=No2026.04 | 17 | |
| PCTTraining Paradigm=Multitask, Pre-trained=No2026.04 | 16.7 | |
| PointNetTraining Paradigm=Multitask, Pre-trained=No2026.04 | 15.3 | |
| ACTTraining Paradigm=Multitask, Pre-trained=Yes2026.04 | 12.1 | |
| ReConTraining Paradigm=Multitask, Pre-trained=Yes2026.04 | 7.7 | |
| Point-MAETraining Paradigm=Multitask, Pre-trained=Yes2026.04 | 5.4 |