Point Cloud Classification on HeliALS (test)
73.66AccuracyMS-DGCNN++
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MS-DGCNN++Category=G, Variant=HE, Strategy=-, Total Params (M)=1.81, Train Params (M)=1.81, Epoch Time (s)=28.982025.07 | 73.66 | 49.02 | 48.92 | 49.02 | 50.25 | |
| PointM2AECategory=SS, Strategy=FF, Total Params (M)=12.82, Train Params (M)=12.82, Epoch Time (s)=15.132025.07 | 73.05 | 48.42 | 47.22 | 48.42 | 48.69 | |
| MS-DGCNN++Category=G, Variant=DA, Strategy=-, Total Params (M)=1.81, Train Params (M)=1.81, Epoch Time (s)=28.092025.07 | 72.99 | 50.28 | 50.39 | 50.28 | 52.38 | |
| RECONCategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=7.832025.07 | 71.91 | 48.65 | 48.59 | 48.65 | 48.77 | |
| PointMAECategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=5.302025.07 | 71.43 | 46.7 | 46.96 | 46.7 | 48.45 | |
| RECONCategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=5.312025.07 | 71.11 | 48 | 48.19 | 48 | 48.99 | |
| DGCNNCategory=G, Citation=[20], Strategy=-, Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=21.542025.07 | 69.83 | 48.36 | 47.69 | 48.36 | 47.7 | |
| ACTCategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=7.822025.07 | 69.8 | 48.69 | 48.07 | 48.69 | 48.82 | |
| PointMAECategory=SS, Strategy=PointGST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=7.782025.07 | 69.76 | 48.59 | 47.07 | 48.59 | 47.4 | |
| ACTCategory=SS, Strategy=FF, Total Params (M)=22.09, Train Params (M)=22.09, Epoch Time (s)=7.332025.07 | 69.7 | 47.54 | 47.55 | 47.54 | 48.51 | |
| PointGPTCategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=0.99, Epoch Time (s)=12.232025.07 | 69.68 | 45.48 | 45.7 | 45.48 | 48.34 | |
| MS-DGCNNCategory=G, Citation=[5,20,30, NF], Strategy=NF, Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=36.032025.07 | 69.49 | 48.41 | 48.01 | 48.41 | 49.4 | |
| DGCNNCategory=G, Citation=[30], Strategy=-, Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=28.222025.07 | 69.28 | 48.59 | 48.02 | 48.59 | 48.6 | |
| PointBERTCategory=SS, Strategy=FF, Total Params (M)=22.06, Train Params (M)=22.06, Epoch Time (s)=4.332025.07 | 68.52 | 46.61 | 46.32 | 46.61 | 46.6 | |
| RECONCategory=SS, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=6.292025.07 | 68.39 | 47.76 | 46.6 | 47.76 | 46.66 | |
| PointSCNetCategory=P, Strategy=-, Total Params (M)=1.82, Train Params (M)=1.82, Epoch Time (s)=14.512025.07 | 67.71 | 44.34 | 45.22 | 44.34 | 52.56 | |
| DGCNNCategory=G, Citation=[5], Strategy=-, Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=12.062025.07 | 67.71 | 45.93 | 46.11 | 45.93 | 48.67 | |
| GDANETCategory=G, Strategy=-, Total Params (M)=0.93, Train Params (M)=0.93, Epoch Time (s)=30.852025.07 | 67.63 | 49.06 | 47.65 | 49.06 | 47.82 | |
| KAN-DGCNNCategory=G, Strategy=-, Total Params (M)=1.44, Train Params (M)=1.44, Epoch Time (s)=15.442025.07 | 67.08 | 47.12 | 46.33 | 47.12 | 47.62 | |
| RECONCategory=SS, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.70, Epoch Time (s)=6.382025.07 | 67.08 | 44.56 | 43.3 | 44.56 | 43.81 | |
| PointGPTCategory=SS, Strategy=GST, Total Params (M)=22.45, Train Params (M)=0.62, Epoch Time (s)=8.612025.07 | 67 | 44.78 | 44.5 | 44.78 | 44.96 | |
| ACTCategory=SS, Strategy=PPT, Total Params (M)=22.78, Train Params (M)=1.04, Epoch Time (s)=5.302025.07 | 66.98 | 49.25 | 47.4 | 49.25 | 50.45 | |
| PointMAECategory=SS, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.70, Epoch Time (s)=6.382025.07 | 66.64 | 42.69 | 43.27 | 42.69 | 45.36 | |
| PointMAECategory=SS, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=6.252025.07 | 66.53 | 45.82 | 45.39 | 45.82 | 46.96 | |
| ACTCategory=SS, Strategy=IDPT, Total Params (M)=23.52, Train Params (M)=1.70, Epoch Time (s)=6.372025.07 | 66.19 | 44.83 | 44.14 | 44.83 | 45.4 | |
| P2PCategory=A, Strategy=-, Total Params (M)=25.04, Train Params (M)=25.04, Epoch Time (s)=31.662025.07 | 66 | 46.06 | 45.04 | 46.06 | 45.85 | |
| ACTCategory=SS, Strategy=DAPT, Total Params (M)=22.89, Train Params (M)=1.06, Epoch Time (s)=6.242025.07 | 65.98 | 47.94 | 45.64 | 47.94 | 45.31 | |
| DGCNNCategory=G, Citation=[5,30], Strategy=-, Total Params (M)=1.80, Train Params (M)=1.80, Epoch Time (s)=33.232025.07 | 65.22 | 44.73 | 42.59 | 44.73 | 44.56 | |
| PointTNTCategory=A, Strategy=-, Total Params (M)=3.93, Train Params (M)=3.93, Epoch Time (s)=7.662025.07 | 65.12 | 43.5 | 43.02 | 43.5 | 44.3 | |
| PointGPTCategory=SS, Strategy=IDPT, Total Params (M)=23.49, Train Params (M)=1.70, Epoch Time (s)=7.142025.07 | 64.46 | 40.16 | 39.98 | 40.16 | 42.16 | |
| PointNet2-MSGCategory=P, Strategy=-, Total Params (M)=1.73, Train Params (M)=1.73, Epoch Time (s)=16.192025.07 | 64.38 | 41.51 | 41.28 | 41.51 | 42.2 | |
| PCPCategory=SS, Strategy=FF, Total Params (M)=22.34, Train Params (M)=22.34, Epoch Time (s)=4.902025.07 | 64.3 | 46.02 | 43.85 | 46.02 | 43.85 | |
| PointMAECategory=SS, Strategy=FF, Total Params (M)=22.09, Train Params (M)=22.09, Epoch Time (s)=7.322025.07 | 64.23 | 45.98 | 42.88 | 45.98 | 44.11 | |
| RECONCategory=SS, Strategy=FF, Total Params (M)=43.57, Train Params (M)=0.46, Epoch Time (s)=3.812025.07 | 64.21 | 44.81 | 43.26 | 44.81 | 47.37 | |
| PointMLPCategory=P, Strategy=-, Total Params (M)=13.23, Train Params (M)=13.23, Epoch Time (s)=41.242025.07 | 63.9 | 41.31 | 41.7 | 41.31 | 42.86 | |
| PVTCategory=A, Strategy=-, Total Params (M)=9.16, Train Params (M)=9.16, Epoch Time (s)=41.172025.07 | 63.71 | 45.57 | 42.23 | 45.57 | 42.55 | |
| PCTCategory=A, Strategy=-, Total Params (M)=2.87, Train Params (M)=2.87, Epoch Time (s)=7.472025.07 | 63.58 | 43.05 | 42.24 | 43.05 | 43.29 | |
| PointGPTCategory=SS, Strategy=DAPT, Total Params (M)=22.78, Train Params (M)=0.34, Epoch Time (s)=6.772025.07 | 62.1 | 39.46 | 39.75 | 39.46 | 43.36 | |
| MS-DGCNNCategory=G, Citation=[5,20,30], Strategy=-, Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=7.802025.07 | 62.04 | 37.07 | 40 | 37.07 | 47 | |
| PointCNNCategory=P, Strategy=-, Total Params (M)=0.27, Train Params (M)=0.27, Epoch Time (s)=74.862025.07 | 61.95 | 41.28 | 40.26 | 41.28 | 40.29 | |
| PointTransformerCategory=A, Strategy=-, Total Params (M)=3.26, Train Params (M)=3.26, Epoch Time (s)=4.762025.07 | 61.93 | 37.55 | 38.81 | 37.55 | 41.9 | |
| CurveNetCategory=G, Strategy=-, Total Params (M)=2.12, Train Params (M)=2.12, Epoch Time (s)=35.222025.07 | 60.9 | 38.99 | 38.56 | 38.99 | 40.81 | |
| RepSurfCategory=P, Strategy=-, Total Params (M)=1.48, Train Params (M)=1.48, Epoch Time (s)=8.122025.07 | 60.79 | 36.48 | 35.78 | 36.48 | 39.15 | |
| PointConvCategory=P, Strategy=-, Total Params (M)=19.56, Train Params (M)=19.56, Epoch Time (s)=18.502025.07 | 59.57 | 40.08 | 39.49 | 40.08 | 41.8 | |
| PointNet2-SSGCategory=P, Strategy=-, Total Params (M)=1.46, Train Params (M)=1.46, Epoch Time (s)=5.252025.07 | 59.4 | 37.99 | 37.19 | 37.99 | 38.95 | |
| PointNetCategory=P, Strategy=-, Total Params (M)=3.47, Train Params (M)=3.47, Epoch Time (s)=3.162025.07 | 58.41 | 32.9 | 33.48 | 32.9 | 39.02 | |
| GlobalTransformerCategory=A, Strategy=-, Total Params (M)=3.75, Train Params (M)=3.75, Epoch Time (s)=20.132025.07 | 57.88 | 38.1 | 37.66 | 38.1 | 37.55 | |
| PPFNetCategory=P, Strategy=-, Total Params (M)=0.28, Train Params (M)=0.28, Epoch Time (s)=10.402025.07 | 57.73 | 33.89 | 34.1 | 33.89 | 36.74 | |
| MS-DGCNNCategory=G, Citation=[20,30,40], Strategy=-, Total Params (M)=1.55, Train Params (M)=1.55, Epoch Time (s)=9.892025.07 | 57.19 | 42 | 37.64 | 42 | 39.16 | |
| PointGPTCategory=SS, Strategy=FF, Total Params (M)=29.23, Train Params (M)=29.23, Epoch Time (s)=8.632025.07 | 54.99 | 31.36 | 30.65 | 31.36 | 34.66 | |
| PointKANCategory=P, Strategy=-, Total Params (M)=0.19, Train Params (M)=0.19, Epoch Time (s)=2.842025.07 | 53.74 | 37.12 | 35.46 | 37.12 | 35.91 | |
| PointWebCategory=P, Strategy=-, Total Params (M)=0.78, Train Params (M)=0.78, Epoch Time (s)=42.452025.07 | 37.84 | 20.59 | 18.93 | 20.59 | 22.04 | |
| DELACategory=P, Strategy=-, Total Params (M)=5.33, Train Params (M)=5.33, Epoch Time (s)=5.502025.07 | 34.96 | 18.36 | 15.26 | 18.36 | 21.12 | |
| SONetCategory=P, Strategy=-, Total Params (M)=2.66, Train Params (M)=2.66, Epoch Time (s)=3.322025.07 | 32.48 | 11.27 | 8.89 | 11.27 | 11.99 | |
| RSCNN-SSNCategory=P, Strategy=-, Total Params (M)=1.28, Train Params (M)=1.28, Epoch Time (s)=3.512025.07 | 32.16 | 14.39 | 13.38 | 14.39 | 15.78 | |
| RandLANetCategory=P, Strategy=-, Total Params (M)=1.88, Train Params (M)=1.88, Epoch Time (s)=3.222025.07 | 29.9 | 13.14 | 11.82 | 13.14 | 18.76 |