Point Cloud Classification on STPCTLS (5-fold stratified cross-validation)
92.91AccuracyMS-DGCNN++
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MS-DGCNN++Category=G, Strategy=-, Variant=[HE], Total Params (M)=1.81, Train Params (M)=1.81, Epoch Time (s)=8.052025.07 | 92.91 | 87.62 | 88.49 | 87.62 | 91.13 | |
| PointM2AECategory=SS, Strategy=FF, Total Params (M)=12.82, Train Params (M)=12.82, Epoch Time (s)=8.652025.07 | 92.77 | 88.52 | 89.71 | 88.52 | 92.5 | |
| RECONCategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=4.482025.07 | 92.62 | 88.43 | 89.37 | 88.43 | 91.85 | |
| PointMAECategory=SS, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=3.542025.07 | 91.61 | 85.81 | 86.41 | 85.81 | 90.48 | |
| ACTCategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=3.982025.07 | 91.61 | 86.29 | 87.27 | 86.29 | 90.92 | |
| PointGPTCategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=0.99, Epoch Time (s)=6.212025.07 | 91.61 | 86.32 | 86.87 | 86.32 | 89.21 | |
| MS-DGCNN++Category=G, Strategy=-, Variant=[DA], Total Params (M)=1.81, Train Params (M)=1.81, Epoch Time (s)=7.882025.07 | 91.46 | 88.53 | 89.28 | 88.53 | 91.52 | |
| PointMAECategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=3.422025.07 | 91.46 | 86.05 | 87.24 | 86.05 | 90.75 | |
| PointMAECategory=SS, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.69, Epoch Time (s)=3.382025.07 | 91.03 | 86.07 | 87.59 | 86.07 | 90.85 | |
| ACTCategory=SS, Strategy=FF, Total Params (M)=22.09, Train Params (M)=22.09, Epoch Time (s)=3.912025.07 | 91.03 | 86.84 | 87.29 | 86.84 | 90.03 | |
| RECONCategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=3.372025.07 | 91.03 | 83.59 | 85.3 | 83.59 | 90.37 | |
| PointMAECategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=4.672025.07 | 90.74 | 85.48 | 86.68 | 85.48 | 88.98 | |
| ACTCategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=3.492025.07 | 90.74 | 86.06 | 86.63 | 86.06 | 89.67 | |
| RECONCategory=SS, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.69, Epoch Time (s)=3.472025.07 | 90.16 | 85.59 | 87.5 | 85.59 | 91.03 | |
| RECONCategory=SS, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=3.592025.07 | 90.02 | 84.9 | 86.14 | 84.9 | 89.23 | |
| PointGPTCategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=4.852025.07 | 90.01 | 82.89 | 84.69 | 82.89 | 90.19 | |
| PointSCNetCategory=P, Strategy=-, Total Params (M)=1.82, Train Params (M)=1.82, Epoch Time (s)=8.492025.07 | 89.87 | 82.54 | 83.96 | 82.54 | 87.34 | |
| PointTNTCategory=A, Strategy=-, Total Params (M)=3.93, Train Params (M)=3.93, Epoch Time (s)=4.472025.07 | 89.58 | 85.83 | 85.56 | 85.83 | 87.27 | |
| PointGPTCategory=SS, Strategy=IDPT, Total Params (M)=23.49, Train Params (M)=1.70, Epoch Time (s)=3.842025.07 | 89.58 | 82.44 | 84.18 | 82.44 | 89.15 | |
| PointMAECategory=SS, Strategy=FF, Total Params (M)=22.09, Train Params (M)=22.09, Epoch Time (s)=3.792025.07 | 89.44 | 84.63 | 85.37 | 84.63 | 88.87 | |
| DGCNNCategory=G, Strategy=-, Source Citation ID=[5,30], Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=7.982025.07 | 89.29 | 84 | 84.42 | 84 | 86.46 | |
| ACTCategory=SS, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=3.802025.07 | 89 | 82.87 | 84.11 | 82.87 | 88.92 | |
| ACTCategory=SS, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.69, Epoch Time (s)=3.442025.07 | 88.86 | 81.18 | 83.25 | 81.18 | 87.62 | |
| P2PCategory=A, Strategy=-, Total Params (M)=25.04, Train Params (M)=25.04, Epoch Time (s)=14.132025.07 | 88.71 | 78.36 | 79.44 | 78.36 | 82.91 | |
| DGCNNCategory=G, Strategy=-, Source Citation ID=[30], Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=7.782025.07 | 88.71 | 82.89 | 83.44 | 82.89 | 86.26 | |
| DGCNNCategory=G, Strategy=-, Source Citation ID=[20], Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=5.932025.07 | 88.57 | 82.83 | 83.25 | 82.83 | 85.62 | |
| PCPCategory=SS, Strategy=FF, Total Params (M)=22.34, Train Params (M)=22.34, Epoch Time (s)=3.172025.07 | 88.57 | 81.3 | 83.23 | 81.3 | 88.96 | |
| CurveNetCategory=G, Strategy=-, Total Params (M)=2.12, Train Params (M)=2.12, Epoch Time (s)=7.722025.07 | 88.43 | 79.03 | 80.49 | 79.03 | 86.66 | |
| PointBERTCategory=SS, Strategy=FF, Total Params (M)=22.06, Train Params (M)=22.06, Epoch Time (s)=2.902025.07 | 88.43 | 82.35 | 82.61 | 82.35 | 84.54 | |
| DGCNNCategory=G, Strategy=-, Source Citation ID=[5], Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=3.182025.07 | 88.42 | 84.43 | 84.29 | 84.43 | 86.24 | |
| PointNet2-MSGCategory=P, Strategy=-, Total Params (M)=1.73, Train Params (M)=1.73, Epoch Time (s)=9.492025.07 | 88.28 | 80.1 | 79.67 | 80.1 | 82.99 | |
| GlobalTransformerCategory=A, Strategy=-, Total Params (M)=3.75, Train Params (M)=3.75, Epoch Time (s)=4.092025.07 | 87.99 | 80.3 | 81.52 | 80.3 | 86.27 | |
| MS-DGCNNCategory=G, Strategy=-, Scales=[5,20,30], NF=true, Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=9.362025.07 | 87.99 | 82.86 | 83.11 | 82.86 | 84.52 | |
| PointNet2-SSGCategory=P, Strategy=-, Total Params (M)=1.46, Train Params (M)=1.46, Epoch Time (s)=3.212025.07 | 87.85 | 81.03 | 81.02 | 81.03 | 83.82 | |
| RepSurfCategory=P, Strategy=-, Total Params (M)=1.47, Train Params (M)=1.47, Epoch Time (s)=4.772025.07 | 87.7 | 81.31 | 82.43 | 81.31 | 85.41 | |
| PointGPTCategory=SS, Strategy=DAPT, Total Params (M)=22.78, Train Params (M)=0.34, Epoch Time (s)=3.572025.07 | 87.7 | 80.1 | 81.13 | 80.1 | 83.77 | |
| DeepGCNCategory=G, Strategy=-, Total Params (M)=2.21, Train Params (M)=2.21, Epoch Time (s)=15.852025.07 | 87.41 | 79.5 | 80.04 | 79.5 | 83.43 | |
| PPFNetCategory=P, Strategy=-, Total Params (M)=0.28, Train Params (M)=0.28, Epoch Time (s)=2.962025.07 | 87.27 | 78.83 | 80.4 | 78.83 | 85.18 | |
| GDANETCategory=G, Strategy=-, Total Params (M)=0.93, Train Params (M)=0.93, Epoch Time (s)=7.982025.07 | 87.27 | 80.94 | 81.62 | 80.94 | 84.05 | |
| MS-DGCNNCategory=G, Strategy=-, Scales=[5,20,30], Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=4.512025.07 | 86.98 | 79.86 | 80.06 | 79.86 | 83.14 | |
| KAN-DGCNNCategory=G, Strategy=-, Total Params (M)=1.40, Train Params (M)=1.40, Epoch Time (s)=4.452025.07 | 85.96 | 77.35 | 78.99 | 77.35 | 83.87 | |
| PointMLPCategory=P, Strategy=-, Total Params (M)=13.23, Train Params (M)=13.23, Epoch Time (s)=19.422025.07 | 85.53 | 77.94 | 79.5 | 77.94 | 84.42 | |
| RECONCategory=SS, Strategy=FF, Total Params (M)=43.57, Train Params (M)=43.57, Epoch Time (s)=4.292025.07 | 84.95 | 79.5 | 79.54 | 79.5 | 84.2 | |
| PointGPTCategory=SS, Strategy=FF, Total Params (M)=29.23, Train Params (M)=29.23, Epoch Time (s)=4.652025.07 | 84.8 | 77.11 | 78.21 | 77.11 | 82.42 | |
| PointConvCategory=P, Strategy=-, Total Params (M)=19.56, Train Params (M)=19.56, Epoch Time (s)=10.392025.07 | 84.66 | 76.73 | 76.21 | 76.73 | 78.09 | |
| PCTCategory=A, Strategy=-, Total Params (M)=2.87, Train Params (M)=2.87, Epoch Time (s)=4.392025.07 | 84.51 | 76.93 | 77.17 | 76.93 | 79.53 | |
| MS-DGCNNCategory=G, Strategy=-, Scales=[20,30,40], Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=5.862025.07 | 84.09 | 76.11 | 77.77 | 76.11 | 83.16 | |
| PVTCategory=A, Strategy=-, Total Params (M)=9.16, Train Params (M)=9.16, Epoch Time (s)=18.732025.07 | 83.36 | 75.25 | 75.43 | 75.25 | 79.3 | |
| PointTransformerCategory=A, Strategy=-, Total Params (M)=3.26, Train Params (M)=3.26, Epoch Time (s)=2.682025.07 | 80.46 | 71.68 | 71.04 | 71.68 | 73.97 | |
| PointNetCategory=P, Strategy=-, Total Params (M)=3.47, Train Params (M)=3.47, Epoch Time (s)=1.192025.07 | 79.45 | 67.66 | 68.73 | 67.66 | 74.13 | |
| PointCNNCategory=P, Strategy=-, Total Params (M)=0.27, Train Params (M)=0.27, Epoch Time (s)=7.982025.07 | 76.84 | 65.92 | 66.22 | 65.92 | 70.22 | |
| PointKANCategory=P, Strategy=-, Total Params (M)=0.16, Train Params (M)=0.16, Epoch Time (s)=0.982025.07 | 74.1 | 63.05 | 63.77 | 63.05 | 69.11 | |
| PointWebCategory=P, Strategy=-, Total Params (M)=0.78, Train Params (M)=0.78, Epoch Time (s)=24.632025.07 | 66 | 56.47 | 55.04 | 56.47 | 57.48 | |
| RSCNN-SSNCategory=P, Strategy=-, Total Params (M)=1.28, Train Params (M)=1.28, Epoch Time (s)=2.162025.07 | 61.93 | 47.96 | 45.38 | 47.96 | 46.32 | |
| DELACategory=P, Strategy=-, Total Params (M)=5.33, Train Params (M)=5.33, Epoch Time (s)=2.122025.07 | 57.16 | 48.92 | 40.97 | 48.92 | 47.36 | |
| SONetCategory=P, Strategy=-, Total Params (M)=2.66, Train Params (M)=2.66, Epoch Time (s)=1.512025.07 | 52.1 | 34.35 | 29.96 | 34.35 | 30.02 | |
| RandLANetCategory=P, Strategy=-, Total Params (M)=1.88, Train Params (M)=1.88, Epoch Time (s)=1.172025.07 | 51.81 | 40.77 | 39.28 | 40.77 | 41.83 |