Point Cloud Completion on ShapeNet seen categories benchmark leaderboard · SOTA2 Research

Point Cloud Completion on ShapeNet seen categories

0.0055Airplane ErrorPCN-CD

Evaluation Results

Method	Links
PCN-CD2018.08		0.0055	0.0096	0.0106	0.0087	0.011	0.0113	0.0117	0.0086	0.0097	—
FC2018.08		0.0057	0.0098	0.011	0.0088	0.011	0.0111	0.0118	0.0093	0.0097	—
PCN-EMD2018.08		0.0058	0.01	0.0107	0.0091	0.0116	0.012	0.0122	0.009	0.0098	—
Folding2018.08		0.006	0.0101	0.0108	0.0093	0.0112	0.0122	0.0116	0.0095	0.01	—
PN22018.08		0.0103	0.014	0.0147	0.0122	0.0158	0.0176	0.0162	0.0117	0.0135	—
3D-EPN2018.08		0.0132	0.0201	0.0218	0.0203	0.0188	0.0257	0.0211	0.0217	0.0185	—
PCN-EMD2018.08		0.0388	0.064	0.0707	0.055	0.0681	0.0846	0.0724	0.0601	0.0627	—
PCN-CD2018.08		0.0466	0.0871	0.0977	0.0572	0.0868	0.1695	0.0834	0.0808	0.0751	—
PN22018.08		0.0596	0.1014	0.1162	0.0669	0.1106	0.1858	0.1026	0.0861	0.0838	—
3D-EPN2018.08		0.062	0.0818	0.0776	0.087	0.0768	0.1073	0.0808	0.081	0.0817	—
FC2018.08		0.0736	0.1713	0.2147	0.1573	0.1897	0.2405	0.1915	0.1611	0.1418	—
Folding2018.08		0.1564	0.228	0.2213	0.1746	0.2974	0.32	0.2457	0.1899	0.2188	—
FSC2024.03		3.47	—	8.93	6.7	10.12	10.31	10.83	7.61	7.63	7.89
FSC2024.03		4.07	—	9.12	8.1	7.21	5.88	9.3	6.26	6.25	7.02
SnowFlake2024.03		4.29	—	9.16	8.08	7.89	6.07	9.23	6.55	6.4	7.21
PoinTr2024.03		4.75	—	10.47	8.68	9.39	7.75	10.93	7.78	7.29	8.38
NSFA2024.03		4.76	—	10.18	8.63	8.53	7.03	10.53	7.35	7.48	8.06
SCRN2024.03		4.8	—	9.94	9.31	8.78	8.66	9.74	7.2	7.91	8.29
PCN2024.03		5.5	—	10.63	8.7	11	11.34	11.68	8.59	9.67	9.64
PMP-Net2024.03		5.5	—	11.1	9.62	9.47	6.89	10.74	8.77	7.19	8.66
MSN2024.03		5.6	—	11.9	10.3	10.2	10.7	11.6	9.6	9.9	10
TopNet2024.03		6.24	—	11.63	9.83	11.5	9.37	12.35	9.36	8.85	9.89
AtlasNet2024.03		6.37	—	11.94	10.1	12.06	12.37	12.99	10.33	10.61	10.85
CRN2024.03		6.44	—	15.09	13.75	12.37	11.38	14.7	11.78	10.33	11.98
GRNet2024.03		6.45	—	10.37	9.45	9.41	7.96	10.51	8.44	8.04	8.83
SVDFormer2024.03		7.21	—	13.86	11	13.15	10.02	13.9	10.64	10.02	11.22
SeedFormer2024.03		8.56	—	16.14	11.38	14.25	10.11	17.5	11.5	9.62	12.38
FoldingNet2024.03		9.49	—	15.8	12.61	15.55	16.41	15.97	13.65	14.99	14.31
PoinTr2024.03		10.53	—	15.72	12.59	13.84	14.59	15.45	14.7	11.98	13.68
3D-EPN2024.03		13.16	—	21.8	20.31	18.81	25.75	21.09	21.71	18.54	20.15
PCN2024.03		14.53	—	11.5	13.32	6.9	12.01	11.37	14.44	12.8	12.11
GRNet2024.03		19.4	—	23.32	14.62	10.54	15.64	16.39	16.71	24.26	17.61