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3D Point Cloud Generation on ShapeNet Car (test)

97.871-NNA (CD)

r-GAN

Updated 3mo ago

Evaluation Results

Method
r-GAN 2019.06	97.87	-	-	-	12.8	1.27	8.74	15.06	9.38	99.86	-	-
r-GAN 2022.10	94.46	-	-	-	-	-	-	-	-	99.01	-	-
r-GAN 2022.10	94.46	-	-	-	-	1.446	2.133	19.03	6.539	99.01	-	-
PC-GAN 2019.06	92.19	-	-	-	5.85	1.12	5.83	23.56	30.29	90.87	-	-
PC-GAN 2020.06	92.19	-	-	-	-	-	-	-	-	90.87	-	-
PC-GAN 2021.03	92.19	-	-	-	-	1.12	5.83	23.56	30.29	90.87	-	-
IM-GAN 2022.10	88.92	-	-	-	-	1.0843	0.7829	21.23	27.77	84.58	-	-
r-GAN 2026.01	83.7	-	-	-	-	-	-	-	-	99.7	1,053	362
DPM 2022.10	77.3	-	-	-	-	0.888	0.8633	33.38	22.43	87.12	-	-
SPAGHETTI 2026.01	72.3	-	-	-	-	-	-	-	-	71	581	284
l-GAN/EMD 2026.01	71.9	-	-	-	-	-	-	-	-	64.7	982	313
l-GAN 2022.10	71.16	-	-	-	-	-	-	-	-	66.19	-	-
l-GAN (EMD) 2022.10	71.16	-	-	-	-	1.408	0.899	37.78	45.17	66.19	-	-
l-GAN (EMD) 2019.06	69.74	-	-	-	2.21	1.48	5.43	39.2	39.77	68.32	-	-
l-GAN (EMD) 2020.06	69.74	-	-	-	-	-	-	-	-	68.32	-	-
l-GAN (EMD) 2021.03	69.74	-	-	-	-	1.48	5.43	39.2	39.77	68.32	-	-
DPM 2022.10	68.89	-	-	-	-	-	-	-	-	79.97	-	-
DPM 2022.10	68.89	-	-	-	-	0.902	1.14	44.03	34.94	79.97	-	-
l-GAN/CD 2026.01	68.6	-	-	-	-	-	-	-	-	83.8	918	352
l-GAN 2022.10	66.49	-	-	-	-	-	-	-	-	88.78	-	-
l-GAN (CD) 2022.10	66.49	-	-	-	-	1.532	1.226	38.92	23.58	88.78	-	-
SoftFlow 2022.10	64.77	-	-	-	-	-	-	-	-	60.09	-	-
SoftFlow 2022.10	64.77	-	-	-	-	1.187	0.859	42.9	44.6	60.09	-	-
PVD 2022.10	64.49	-	-	-	-	0.9041	0.614	46.33	51	55.74	-	-
l-GAN (CD) 2019.06	63.07	-	-	-	4.43	1.55	6.25	38.64	18.47	88.07	-	-
l-GAN (CD) 2021.03	63.07	-	-	-	-	1.55	6.25	38.64	18.47	88.07	-	-
PointFlow 2026.01	62.8	-	-	-	-	-	-	-	-	60.6	679	347
SoftPointFlow 2020.06	62.63	-	-	-	-	-	-	-	-	64.71	-	-
DPF-Net 2022.10	62.35	-	-	-	-	-	-	-	-	54.48	-	-
DPF-Net 2022.10	62.35	-	-	-	-	1.129	0.853	45.74	49.43	54.48	-	-
DPF-Net 2026.01	62	-	-	-	-	-	-	-	-	58.5	827	452
PointFlow 2019.06	60.65	-	-	-	0.87	0.91	5.22	44.03	46.59	62.36	-	-
PointFlow 2020.06	60.65	-	-	-	-	-	-	-	-	62.36	-	-
PointFlow 2021.03	60.65	-	-	-	-	0.91	5.22	44.03	46.59	62.36	-	-
DPC 2026.01	60.1	-	-	-	-	-	-	-	-	74.8	217	30.3
SetVAE 2022.10	59.94	-	-	-	-	-	-	-	-	59.94	-	-
SetVAE 2022.10	59.94	-	-	-	-	0.882	0.733	49.15	46.59	59.94	-	-
SetVAE 2021.03	59.66	-	-	-	-	0.88	5.05	48.58	44.6	63.35	-	-
SoftFlow 2026.01	59.2	-	-	-	-	-	-	-	-	60.1	1,549	428
SALAD 2026.01	59.2	-	-	-	-	-	-	-	-	57.2	236	29.4
SetVAE 2026.01	58.8	-	-	-	-	-	-	-	-	60.6	1,240	327
PointFlow 2022.10	58.1	-	-	-	-	-	-	-	-	56.25	-	-
PointFlow 2022.10	58.1	-	-	-	-	0.901	0.807	46.88	50	56.25	-	-
ShapeGF 2026.01	58	-	-	-	-	-	-	-	-	61.3	645	40.9
Training set 2019.06	57.39	-	-	-	0.86	1.03	5.33	48.3	51.42	53.27	-	-
Training set 2021.03	57.39	-	-	-	-	1.03	5.33	48.3	51.42	53.27	-	-
PVD 2026.01	56.3	-	-	-	-	-	-	-	-	53.3	213	31.2
LION 2022.10	54.81	-	-	-	-	0.8687	0.6092	48.2	52.6	50.53	-	-
PVD 2022.10	54.55	-	-	-	-	-	-	-	-	53.83	-	-
PVD 2022.10	54.55	-	-	-	-	1.077	0.794	41.19	50.56	53.83	-	-
LION 2026.01	53.7	-	-	-	-	-	-	-	-	52.3	168	30.8
LION 2022.10	53.41	-	-	-	-	-	-	-	-	51.14	-	-
LION 2022.10	53.41	-	-	-	-	0.913	0.752	50	56.53	51.14	-	-
DiT-3D 2026.01	52.7	-	-	-	-	-	-	-	-	50.2	206	32.7
FrePolad 2026.01	52.4	-	-	-	-	-	-	-	-	53.2	173	29.6
Quartet 2026.01	50.1	-	-	-	-	-	-	-	-	51.8	25.7	2.28
train set 2022.10	49.4	-	-	-	-	0.8643	0.6116	52.47	52.34	51.34	-	-
Lion 2025.05	-	79.11	33.54	0.0082	-	-	-	-	-	-	-	-
Lion 2025.05	-	77.36	35.18	0.0081	-	-	-	-	-	-	-	-
DiffFacto 2025.05	-	90.51	26.58	0.009	-	-	-	-	-	-	-	-
SeaLion 2025.05	-	73.1	44.94	0.008	-	-	-	-	-	-	-	-