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Point Cloud Classification on HeliALS (test)

73.66Accuracy

MS-DGCNN++

Updated 24d ago

Evaluation Results

Method
MS-DGCNN++ 2025.07	73.66	49.02	48.92	49.02	50.25
PointM2AE 2025.07	73.05	48.42	47.22	48.42	48.69
MS-DGCNN++ 2025.07	72.99	50.28	50.39	50.28	52.38
RECON 2025.07	71.91	48.65	48.59	48.65	48.77
PointMAE 2025.07	71.43	46.7	46.96	46.7	48.45
RECON 2025.07	71.11	48	48.19	48	48.99
DGCNN 2025.07	69.83	48.36	47.69	48.36	47.7
ACT 2025.07	69.8	48.69	48.07	48.69	48.82
PointMAE 2025.07	69.76	48.59	47.07	48.59	47.4
ACT 2025.07	69.7	47.54	47.55	47.54	48.51
PointGPT 2025.07	69.68	45.48	45.7	45.48	48.34
MS-DGCNN 2025.07	69.49	48.41	48.01	48.41	49.4
DGCNN 2025.07	69.28	48.59	48.02	48.59	48.6
PointBERT 2025.07	68.52	46.61	46.32	46.61	46.6
RECON 2025.07	68.39	47.76	46.6	47.76	46.66
PointSCNet 2025.07	67.71	44.34	45.22	44.34	52.56
DGCNN 2025.07	67.71	45.93	46.11	45.93	48.67
GDANET 2025.07	67.63	49.06	47.65	49.06	47.82
KAN-DGCNN 2025.07	67.08	47.12	46.33	47.12	47.62
RECON 2025.07	67.08	44.56	43.3	44.56	43.81
PointGPT 2025.07	67	44.78	44.5	44.78	44.96
ACT 2025.07	66.98	49.25	47.4	49.25	50.45
PointMAE 2025.07	66.64	42.69	43.27	42.69	45.36
PointMAE 2025.07	66.53	45.82	45.39	45.82	46.96
ACT 2025.07	66.19	44.83	44.14	44.83	45.4
P2P 2025.07	66	46.06	45.04	46.06	45.85
ACT 2025.07	65.98	47.94	45.64	47.94	45.31
DGCNN 2025.07	65.22	44.73	42.59	44.73	44.56
PointTNT 2025.07	65.12	43.5	43.02	43.5	44.3
PointGPT 2025.07	64.46	40.16	39.98	40.16	42.16
PointNet2-MSG 2025.07	64.38	41.51	41.28	41.51	42.2
PCP 2025.07	64.3	46.02	43.85	46.02	43.85
PointMAE 2025.07	64.23	45.98	42.88	45.98	44.11
RECON 2025.07	64.21	44.81	43.26	44.81	47.37
PointMLP 2025.07	63.9	41.31	41.7	41.31	42.86
PVT 2025.07	63.71	45.57	42.23	45.57	42.55
PCT 2025.07	63.58	43.05	42.24	43.05	43.29
PointGPT 2025.07	62.1	39.46	39.75	39.46	43.36
MS-DGCNN 2025.07	62.04	37.07	40	37.07	47
PointCNN 2025.07	61.95	41.28	40.26	41.28	40.29
PointTransformer 2025.07	61.93	37.55	38.81	37.55	41.9
CurveNet 2025.07	60.9	38.99	38.56	38.99	40.81
RepSurf 2025.07	60.79	36.48	35.78	36.48	39.15
PointConv 2025.07	59.57	40.08	39.49	40.08	41.8
PointNet2-SSG 2025.07	59.4	37.99	37.19	37.99	38.95
PointNet 2025.07	58.41	32.9	33.48	32.9	39.02
GlobalTransformer 2025.07	57.88	38.1	37.66	38.1	37.55
PPFNet 2025.07	57.73	33.89	34.1	33.89	36.74
MS-DGCNN 2025.07	57.19	42	37.64	42	39.16
PointGPT 2025.07	54.99	31.36	30.65	31.36	34.66
PointKAN 2025.07	53.74	37.12	35.46	37.12	35.91
PointWeb 2025.07	37.84	20.59	18.93	20.59	22.04
DELA 2025.07	34.96	18.36	15.26	18.36	21.12
SONet 2025.07	32.48	11.27	8.89	11.27	11.99
RSCNN-SSN 2025.07	32.16	14.39	13.38	14.39	15.78
RandLANet 2025.07	29.9	13.14	11.82	13.14	18.76