Classification on STPCTLS
69.78AccuracyACT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ACTCategory=Self-supervised, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=2.882026.04 | 69.78 | 64.09 | 64.21 | 64.09 | 65.21 | |
| PointSCNetCategory=Point-based, Strategy=-, Total Params (M)=1.82, Train Params (M)=1.82, Epoch Time (s)=5.772026.04 | 69.06 | 64.27 | 67.7 | 64.27 | 73.53 | |
| PointNet2-MSGCategory=Point-based, Strategy=-, Total Params (M)=1.73, Train Params (M)=1.73, Epoch Time (s)=8.502026.04 | 67.63 | 65.24 | 65.6 | 65.24 | 68.41 | |
| RepSurfCategory=Point-based, Strategy=-, Total Params (M)=1.47, Train Params (M)=1.47, Epoch Time (s)=4.922026.04 | 67.63 | 59.61 | 59.47 | 59.61 | 59.74 | |
| RECONCategory=Self-supervised, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=2.632026.04 | 67.63 | 60.15 | 63.19 | 60.15 | 69.53 | |
| PointMAECategory=Self-supervised, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.70, Epoch Time (s)=1.822026.04 | 64.75 | 61.39 | 59.97 | 61.39 | 60.06 | |
| PointMAECategory=Self-supervised, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=2.822026.04 | 64.75 | 60.18 | 58.99 | 60.18 | 58.71 | |
| PPFNetCategory=Point-based, Strategy=-, Total Params (M)=0.28, Train Params (M)=0.28, Epoch Time (s)=2.372026.04 | 64.03 | 63.96 | 65.35 | 63.96 | 69.75 | |
| PointMAECategory=Self-supervised, Strategy=FF, Total Params (M)=22.09, Train Params (M)=22.09, Epoch Time (s)=2.162026.04 | 63.31 | 60.88 | 57.47 | 60.88 | 57.92 | |
| PointGPTCategory=Self-supervised, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=2.872026.04 | 62.59 | 52.87 | 52.41 | 52.87 | 54.96 | |
| CurveNetCategory=Graph-based, Strategy=-, Total Params (M)=2.12, Train Params (M)=2.12, Epoch Time (s)=5.962026.04 | 61.87 | 58.57 | 58.71 | 58.57 | 59.66 | |
| ACTCategory=Self-supervised, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=3.002026.04 | 61.87 | 54.35 | 53.17 | 54.35 | 57.2 | |
| PointGPTCategory=Self-supervised, Strategy=FF, Total Params (M)=29.23, Train Params (M)=29.23, Epoch Time (s)=2.662026.04 | 61.87 | 52.45 | 52.99 | 52.45 | 54.99 | |
| PointGPTCategory=Self-supervised, Strategy=IDPT, Total Params (M)=23.49, Train Params (M)=1.70, Epoch Time (s)=2.102026.04 | 61.87 | 48.4 | 50.13 | 48.4 | 58.41 | |
| PointGPTCategory=Self-supervised, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=0.99, Epoch Time (s)=3.482026.04 | 61.87 | 54.6 | 55.8 | 54.6 | 61.33 | |
| PointM2AECategory=Self-supervised, Strategy=FF, Total Params (M)=12.82, Train Params (M)=12.82, Epoch Time (s)=5.982026.04 | 61.87 | 57.05 | 53.92 | 57.05 | 52.96 | |
| PointBERTCategory=Self-supervised, Strategy=FF, Total Params (M)=22.06, Train Params (M)=22.06, Epoch Time (s)=2.112026.04 | 61.87 | 56.02 | 56.37 | 56.02 | 58.71 | |
| PVTCategory=Attention-based, Strategy=-, Total Params (M)=9.16, Train Params (M)=9.16, Epoch Time (s)=18.972026.04 | 61.15 | 53.08 | 50.81 | 53.08 | 60.61 | |
| PointGPTCategory=Self-supervised, Strategy=DAPT, Total Params (M)=22.78, Train Params (M)=0.95, Epoch Time (s)=1.942026.04 | 61.15 | 53.34 | 53.21 | 53.34 | 53.42 | |
| GDANCategory=Graph-based, Strategy=-, Total Params (M)=0.93, Train Params (M)=0.93, Epoch Time (s)=7.402026.04 | 60.43 | 53.55 | 51.9 | 53.55 | 52.52 | |
| PointTransformerCategory=Attention-based, Strategy=-, Total Params (M)=3.26, Train Params (M)=3.26, Epoch Time (s)=2.072026.04 | 59.71 | 56.62 | 52.77 | 56.62 | 51.27 | |
| PointTransformerV2Category=Attention-based, Strategy=-, Total Params (M)=9.59, Train Params (M)=9.59, Epoch Time (s)=9.412026.04 | 59.71 | 54.75 | 53.54 | 54.75 | 64.53 | |
| DGCNNCategory=Graph-based, Strategy=-, Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=4.632026.04 | 58.99 | 59.35 | 54.11 | 59.35 | 53.99 | |
| MS-DGCNNCategory=Graph-based, Strategy=-, Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=5.442026.04 | 58.99 | 56.15 | 54.33 | 56.15 | 55.89 | |
| GlobalTransformerCategory=Attention-based, Strategy=-, Total Params (M)=3.75, Train Params (M)=3.75, Epoch Time (s)=4.012026.04 | 58.27 | 53.45 | 51.84 | 53.45 | 55.14 | |
| RECONCategory=Self-supervised, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.70, Epoch Time (s)=1.982026.04 | 58.27 | 48.88 | 47.24 | 48.88 | 46.09 | |
| PointTNTCategory=Attention-based, Strategy=-, Total Params (M)=3.93, Train Params (M)=3.93, Epoch Time (s)=3.152026.04 | 57.55 | 48.74 | 45.45 | 48.74 | 44.7 | |
| DeepGCNCategory=Graph-based, Strategy=-, Total Params (M)=2.21, Train Params (M)=2.21, Epoch Time (s)=14.912026.04 | 57.55 | 53.27 | 51.4 | 53.27 | 50.98 | |
| MS-DGCNN++Category=Graph-based, Strategy=-, Total Params (M)=1.81, Train Params (M)=1.81, Epoch Time (s)=6.912026.04 | 57.55 | 52.61 | 53.28 | 52.61 | 61.64 | |
| ACTCategory=Self-supervised, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.70, Epoch Time (s)=1.972026.04 | 57.55 | 47.34 | 47.14 | 47.34 | 58.77 | |
| RECONCategory=Self-supervised, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=2.822026.04 | 57.55 | 58.02 | 56.06 | 58.02 | 56.17 | |
| PointMAECategory=Self-supervised, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=2.772026.04 | 56.83 | 48.21 | 47.78 | 48.21 | 48.56 | |
| PointNet2-SSGCategory=Point-based, Strategy=-, Total Params (M)=1.46, Train Params (M)=1.46, Epoch Time (s)=2.782026.04 | 56.12 | 46.62 | 46.7 | 46.62 | 58.99 | |
| KAN-DGCNNCategory=Graph-based, Strategy=-, Total Params (M)=1.40, Train Params (M)=1.40, Epoch Time (s)=4.102026.04 | 56.12 | 48.83 | 44.92 | 48.83 | 48.63 | |
| ACTCategory=Self-supervised, Strategy=VPT, Total Params (M)=22.18, Train Params (M)=0.36, Epoch Time (s)=1.312026.04 | 56.12 | 49.77 | 49.02 | 49.77 | 60.29 | |
| PointCNNCategory=Point-based, Strategy=-, Total Params (M)=0.27, Train Params (M)=0.27, Epoch Time (s)=9.842026.04 | 54.68 | 47.23 | 50.42 | 47.23 | 59.79 | |
| RECONCategory=Self-supervised, Strategy=VPT, Total Params (M)=22.18, Train Params (M)=0.36, Epoch Time (s)=1.332026.04 | 54.68 | 50.93 | 48.86 | 50.93 | 53.25 | |
| PointMAECategory=Self-supervised, Strategy=VPT, Total Params (M)=22.18, Train Params (M)=0.36, Epoch Time (s)=1.312026.04 | 53.96 | 51.6 | 53.67 | 51.6 | 59.38 | |
| ACTCategory=Self-supervised, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=2.062026.04 | 53.96 | 48.36 | 44.47 | 48.36 | 43.72 | |
| PointMAECategory=Self-supervised, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=2.042026.04 | 53.24 | 49.7 | 49.3 | 49.7 | 52.89 | |
| RECONCategory=Self-supervised, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=1.972026.04 | 53.24 | 49.09 | 48.85 | 49.09 | 51.29 | |
| PointNetCategory=Point-based, Strategy=-, Total Params (M)=3.47, Train Params (M)=3.47, Epoch Time (s)=0.962026.04 | 51.08 | 46.02 | 43.61 | 46.02 | 47.36 | |
| PointConvCategory=Point-based, Strategy=-, Total Params (M)=19.56, Train Params (M)=19.56, Epoch Time (s)=7.052026.04 | 50.36 | 47.45 | 43.85 | 47.45 | 44.86 | |
| PointTransformerV3Category=Attention-based, Strategy=-, Total Params (M)=12.88, Train Params (M)=12.88, Epoch Time (s)=7.702026.04 | 50.36 | 41.66 | 37.4 | 41.66 | 36.8 | |
| PointGPTCategory=Self-supervised, Strategy=VPT, Total Params (M)=22.15, Train Params (M)=0.36, Epoch Time (s)=1.442026.04 | 50.36 | 37.53 | 35.64 | 37.53 | 36.05 | |
| PointMLPCategory=Point-based, Strategy=-, Total Params (M)=13.23, Train Params (M)=13.23, Epoch Time (s)=13.072026.04 | 48.92 | 40.61 | 41.27 | 40.61 | 48.72 | |
| PointKANCategory=Point-based, Strategy=-, Total Params (M)=0.16, Train Params (M)=0.16, Epoch Time (s)=0.752026.04 | 48.92 | 41.64 | 43.27 | 41.64 | 56.17 | |
| RSCNNCategory=Point-based, Strategy=-, Total Params (M)=1.28, Train Params (M)=1.28, Epoch Time (s)=1.792026.04 | 48.2 | 30.08 | 25.9 | 30.08 | 30.43 | |
| ACTCategory=Self-supervised, Strategy=FF, Total Params (M)=22.09, Train Params (M)=22.09, Epoch Time (s)=2.172026.04 | 46.76 | 30.65 | 28.23 | 30.65 | 27.87 | |
| PCTCategory=Attention-based, Strategy=-, Total Params (M)=2.87, Train Params (M)=2.87, Epoch Time (s)=3.492026.04 | 46.04 | 36.64 | 36.71 | 36.64 | 37.76 | |
| PCPCategory=Self-supervised, Strategy=FF, Total Params (M)=22.34, Train Params (M)=22.34, Epoch Time (s)=2.402026.04 | 46.04 | 38.83 | 33.23 | 38.83 | 35.67 | |
| SONetCategory=Point-based, Strategy=-, Total Params (M)=2.66, Train Params (M)=2.66, Epoch Time (s)=0.992026.04 | 41.01 | 24.26 | 22.41 | 24.26 | 24.79 | |
| RECONCategory=Self-supervised, Strategy=FF, Total Params (M)=43.12, Train Params (M)=0.01, Epoch Time (s)=2.182026.04 | 39.57 | 26.56 | 26.67 | 26.56 | 38.01 | |
| PointWebCategory=Point-based, Strategy=-, Total Params (M)=0.78, Train Params (M)=0.78, Epoch Time (s)=26.122026.04 | 32.37 | 19.16 | 16.13 | 19.16 | 14.59 | |
| DELACategory=Point-based, Strategy=-, Total Params (M)=5.33, Train Params (M)=5.33, Epoch Time (s)=1.412026.04 | 32.37 | 17.98 | 11.91 | 17.98 | 9.6 | |
| P2PCategory=Attention-based, Strategy=-, Total Params (M)=25.04, Train Params (M)=25.04, Epoch Time (s)=11.082026.04 | 31.65 | 17.79 | 13.86 | 17.79 | 18.11 |