3D Point Cloud Classification on PointDA-10
76.6Average AccuracySupervised
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Supervised2019.11 | 76.6 | 90.5 | 53.2 | 86.2 | 53.2 | 86.2 | 90.5 | — | — | — | |
| NRCSF=true2021.10 | 52.6 | 64.8 | 25.8 | 59.8 | 26.9 | 70.1 | 68.1 | — | — | — | |
| PointDANGlobal feature alignment (G)=true, Local feature alignment (L)=true, SA node module (A)=true2019.11 | 48.7 | 64.2 | 33 | 47.6 | 33.9 | 49.1 | 64.1 | — | — | — | |
| PointDANSF=false2021.10 | 48.7 | 64.2 | 33 | 47.6 | 33.9 | 49.1 | 64.1 | — | — | — | |
| PointDANGlobal feature alignment (G)=true, Local feature alignment (L)=true2019.11 | 47.5 | 63.7 | 32.1 | 44.5 | 33.7 | 48.2 | 63 | — | — | — | |
| PointDANGlobal feature alignment (G)=true2019.11 | 45.5 | 62.5 | 31.2 | 41.5 | 31.5 | 46.9 | 59.3 | — | — | — | |
| MCDGlobal feature alignment (G)=true2019.11 | 45.3 | 62 | 31 | 41.4 | 31.3 | 46.8 | 59.3 | — | — | — | |
| MCDSF=false2021.10 | 45.3 | 62 | 31 | 41.4 | 31.3 | 46.8 | 59.3 | — | — | — | |
| DANNGlobal feature alignment (G)=true2019.11 | 44.2 | 58.7 | 29.4 | 42.3 | 30.5 | 48.1 | 56.7 | — | — | — | |
| DANNSF=false2021.10 | 44.2 | 58.7 | 29.4 | 42.3 | 30.5 | 48.1 | 56.7 | — | — | — | |
| ADDAGlobal feature alignment (G)=true2019.11 | 43.5 | 61 | 30.5 | 40.4 | 29.3 | 48.9 | 51.1 | — | — | — | |
| ADDASF=false2021.10 | 43.5 | 61 | 30.5 | 40.4 | 29.3 | 48.9 | 51.1 | — | — | — | |
| MMDGlobal feature alignment (G)=true2019.11 | 42.5 | 57.5 | 27.9 | 40.7 | 26.7 | 47.3 | 54.8 | — | — | — | |
| MMDSF=false2021.10 | 42.5 | 57.5 | 27.9 | 40.7 | 26.7 | 47.3 | 54.8 | — | — | — | |
| Mixstyle w/ MADVenue=ICLR 21, Backbone=PointNet2023.03 | 38.16 | — | — | — | — | — | — | 29.89 | 51.01 | 33.57 | |
| ERM w/ MADBackbone=PointNet2023.03 | 37.91 | — | — | — | — | — | — | 31.11 | 48.07 | 34.69 | |
| DSU w/ MADVenue=ICLR 22, Backbone=PointNet2023.03 | 36.45 | — | — | — | — | — | — | 28.92 | 47.69 | 32.72 | |
| w/o Adapt2019.11 | 34.9 | 42.5 | 22.3 | 39.9 | 23.5 | 34.2 | 46.9 | — | — | — | |
| ERMBackbone=PointNet2023.03 | 34.57 | — | — | — | — | — | — | 25.69 | 45.09 | 32.94 | |
| MixstyleVenue=ICLR 21, Backbone=PointNet2023.03 | 33.78 | — | — | — | — | — | — | 27.18 | 46.25 | 27.93 | |
| DSUVenue=ICLR 22, Backbone=PointNet2023.03 | 33.63 | — | — | — | — | — | — | 25.74 | 43.53 | 31.61 | |
| Source-onlySF=true2021.10 | 32.7 | 43.1 | 17.3 | 40 | 15 | 33.9 | 47.1 | — | — | — |