3D Point Cloud Classification on MN40
93.07AccuracyToMe
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ToMes=16, Protocol=Trained using FMD + finetuning, Frozen student=false2025.11 | 93.07 | 86.52 | |
| baselinec=642025.11 | 93.02 | 87.72 | |
| PiToMes=16, Protocol=Trained using FMD + finetuning, Frozen student=false2025.11 | 92.83 | 86.51 | |
| PatchMergers=16, Protocol=Trained using FMD + finetuning, Frozen student=false2025.11 | 92.83 | 87.59 | |
| Foundrys=2, Frozen student=false2025.11 | 91.76 | 84.87 | |
| Foundrys=16, Frozen student=false2025.11 | 91.75 | 84.87 | |
| Foundrys=1, Frozen student=false2025.11 | 91.72 | 84.58 | |
| Foundrys=8, Frozen student=true2025.11 | 91.71 | 84.38 | |
| Foundrys=8, Frozen student=false2025.11 | 91.63 | 84.76 | |
| Foundrys=1, Frozen student=true2025.11 | 91.6 | 84.17 | |
| Foundrys=2, Frozen student=true2025.11 | 91.52 | 84.17 | |
| Foundrys=16, Backbone=ViT-T, Frozen student=false2025.11 | 91.49 | 83.75 | |
| Foundrys=4, Frozen student=false2025.11 | 91.48 | 84.64 | |
| Foundrys=16, Frozen student=true2025.11 | 91.41 | 84.33 | |
| Foundrys=4, Frozen student=true2025.11 | 91.25 | 84.25 | |
| Random samplingc=16, Protocol=inference from baseline2025.11 | 90.57 | 75.2 | |
| ToMes=16, Protocol=inference from baseline2025.11 | 89.1 | 73.8 | |
| Updating group sizec=16, Protocol=inference from baseline2025.11 | 63.45 | 41.66 | |
| ToMes=1, Protocol=inference from baseline2025.11 | 48.35 | 46.15 | |
| Random samplingc=1, Protocol=inference from baseline2025.11 | 18.33 | 21.46 | |
| Updating group sizec=1, Protocol=inference from baseline2025.11 | 3.88 | 15.78 |