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3D Point Cloud Generation on ShapeNet Chair category (test)

1.92MMD (CD)

Training set

Updated 3mo ago

Evaluation Results

Method
Training set 2019.06	1.92	-	-	-	59.67	57.25	-	1.5	7.38	55.44	58.46	-	-
Training set 2021.03	1.92	-	-	-	-	-	-	-	7.38	55.44	58.46	59.67	57.25
DPM 2022.10	2.399	-	-	-	-	-	-	-	2.066	35.5	74.77	60.05	44.86
PointFlow 2022.10	2.409	-	-	-	-	-	-	-	1.595	50	60.57	62.84	42.9
PointFlow 2019.06	2.42	-	-	-	60.88	46.83	-	1.74	7.87	46.98	59.89	-	-
PointFlow 2021.03	2.42	-	-	-	-	-	-	-	7.87	46.98	59.89	60.88	46.83
l-GAN (CD) 2019.06	2.46	-	-	-	64.43	41.39	-	4.59	8.91	25.68	85.27	-	-
l-GAN (CD) 2021.03	2.46	-	-	-	-	-	-	-	8.91	25.68	85.27	64.43	41.39
SoftFlow 2022.10	2.528	-	-	-	-	-	-	-	1.682	47.43	60.05	59.21	41.39
DPM 2022.10	2.5337	-	-	-	-	-	-	-	1.9746	35.01	74.96	61.96	47.42
DPF-Net 2022.10	2.536	-	-	-	-	-	-	-	1.632	48.79	58.53	62	44.71
SetVAE 2022.10	2.545	-	-	-	-	-	-	-	1.585	44.26	60.57	58.84	46.83
SetVAE 2021.03	2.55	-	-	-	-	-	-	-	7.82	45.01	61.48	58.76	46.98
r-GAN 2019.06	2.57	-	-	-	71.75	33.99	-	11.5	12.8	9.97	99.47	-	-
l-GAN (CD) 2022.10	2.589	-	-	-	-	-	-	-	2.007	29.31	83.84	68.58	41.99
l-GAN (EMD) 2019.06	2.61	-	-	-	64.73	40.79	-	2.27	7.85	41.69	65.56	-	-
l-GAN (EMD) 2021.03	2.61	-	-	-	-	-	-	-	7.85	41.69	65.56	64.73	40.79
PVD 2022.10	2.622	-	-	-	-	-	-	-	1.556	50.6	53.32	56.26	49.84
LION 2022.10	2.64	-	-	-	-	-	-	-	1.55	52.11	52.34	53.7	48.94
PC-GAN 2019.06	2.75	-	-	-	76.03	36.5	-	3.9	8.2	38.98	78.37	-	-
PC-GAN 2021.03	2.75	-	-	-	-	-	-	-	8.2	38.98	78.37	76.03	36.5
l-GAN (EMD) 2022.10	2.811	-	-	-	-	-	-	-	1.619	44.86	64.65	71.9	38.07
LION 2022.10	2.8561	-	-	-	-	-	-	-	1.6898	54.51	48.67	52.07	49.78
train set 2022.10	2.8793	-	-	-	-	-	-	-	1.6867	56.13	48.97	49.11	55.1
IM-GAN 2022.10	2.8935	-	-	-	-	-	-	-	1.732	50.81	58.2	57.09	50.96
PVD 2022.10	2.9024	-	-	-	-	-	-	-	1.7144	50.22	57.9	61.89	46.23
ShapeGF 2022.10	3.7243	-	-	-	-	-	-	-	2.3944	44.26	61.25	58.01	48.34
train set 2022.10	3.844	-	-	-	-	-	-	-	2.3209	53.63	52.19	53.17	49.55
LION 2022.10	3.8458	-	-	-	-	-	-	-	2.3086	50.15	53.85	56.5	46.37
SP-GAN 2022.10	4.2084	-	-	-	-	-	-	-	2.6202	32.93	83.69	72.58	40.03
PDGN 2022.10	4.2242	-	-	-	-	-	-	-	2.5766	36.71	79	71.83	43.2
GCA 2022.10	4.4035	-	-	-	-	-	-	-	2.582	47.89	64.5	64.27	45.92
TreeGAN 2022.10	4.8409	-	-	-	-	-	-	-	3.5047	26.59	96.37	88.37	39.88
r-GAN 2022.10	5.151	-	-	-	-	-	-	-	8.312	15.13	99.7	83.69	24.27
Bridge + Statistic 2022.09	12.25	-	-	-	-	-	-	-	1.78	47.56	-	-	48.39
Diffusion Probabilistic Models for 3D Point Cloud Generation 2021.03	12.276	-	-	-	-	-	-	7.797	1.784	47.52	69.06	60.11	48.94
DPM 2022.02	12.276	-	-	-	-	-	-	7.797	1.784	47.52	69.06	60.11	48.94
Bridge + Riesz 2022.09	12.31	-	-	-	-	-	-	-	1.82	47.42	-	-	48.14
Diffusion 2022.09	12.32	-	-	-	-	-	-	-	1.79	47.59	-	-	47.41
Bridge 2022.09	12.47	-	-	-	-	-	-	-	1.85	47.13	-	-	47.83
Bridge + Statistic 2022.09	12.65	-	-	-	-	-	-	-	1.84	45.23	-	-	47.58
SnowflakeNet 2022.02	12.742	-	-	-	-	-	-	7.579	1.83	36.91	75.08	58.85	48.83
Bridge + Riesz 2022.09	12.84	-	-	-	-	-	-	-	1.95	44.31	-	-	47.21
Bridge 2022.09	13.04	-	-	-	-	-	-	-	2.14	42.59	-	-	46.01
ShapeGF 2021.03	13.175	-	-	-	-	-	-	5.996	1.785	46.71	62.69	56.17	48.53
ShapeGF 2022.02	13.175	-	-	-	-	-	-	5.996	1.785	46.71	62.69	56.17	48.53
PC-GAN 2021.03	13.436	-	-	-	-	-	-	6.649	3.104	22.14	100	69.67	46.23
PC-GAN 2022.02	13.436	-	-	-	-	-	-	6.649	3.104	22.14	100	69.67	46.23
PointFlow 2021.03	13.631	-	-	-	-	-	-	12.474	1.856	43.38	68.4	66.13	41.86
PointFlow 2022.02	13.631	-	-	-	-	-	-	12.474	1.856	43.38	68.4	66.13	41.86
Train 2021.03	13.954	-	-	-	-	-	-	3.602	1.756	54.9	48.28	49.14	53.29
Diffusion 2022.09	14.01	-	-	-	-	-	-	-	3.23	29.36	-	-	32.72
TreeGAN 2021.03	14.936	-	-	-	-	-	-	13.282	3.613	6.77	100	74.92	38.02
TreeGAN 2022.02	14.936	-	-	-	-	-	-	13.282	3.613	6.77	100	74.92	38.02
GCN-GAN 2021.03	15.354	-	-	-	-	-	-	21.708	2.213	35.09	95.8	77.86	39.84
GCN-GAN 2022.02	15.354	-	-	-	-	-	-	21.708	2.213	35.09	95.8	77.86	39.84
Lion & PointNet++ 2025.05	-	69.25	35.1	3.99	-	-	-	-	-	-	-	-	-
DiffFacto 2025.05	-	65.23	42.5	3.27	-	-	-	-	-	-	-	-	-
SeaLion 2025.05	-	63.24	46.5	2.73	-	-	-	-	-	-	-	-	-
Lion 2025.05	-	-	-	-	65.42	43.75	17.13	-	-	-	-	-	-
Lion 2025.05	-	-	-	-	65.27	44.02	16.98	-	-	-	-	-	-
DiffFacto 2025.05	-	-	-	-	77.34	35.37	20.3	-	-	-	-	-	-
SeaLion 2025.05	-	-	-	-	63.14	46.88	16.25	-	-	-	-	-	-
l-GAN (EMD) 2020.06	-	-	-	-	-	-	-	-	-	-	65.56	64.73	-
PC-GAN 2020.06	-	-	-	-	-	-	-	-	-	-	78.37	76.03	-
PointFlow 2020.06	-	-	-	-	-	-	-	-	-	-	59.89	60.88	-
SoftPointFlow 2020.06	-	-	-	-	-	-	-	-	-	-	63.51	59.95	-