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Point Cloud Generation on ShapeNet Car

48.241-NNA (CD)

DiT-3D

Updated 4d ago

Evaluation Results

Method	Links
DiT-3D 2023.07		48.24	49.35	50	56.38
LION 2023.07		53.41	51.14	50	56.53
LION 2025.12		53.41	51.14	-	-
PVD 2022.12		54.55	53.83	-	-
PVD 2023.07		54.55	53.83	41.19	50.56
PVD 2025.12		54.55	53.83	-	-
PSF 2022.12		57.19	56.07	-	-
PointFlow 2022.12		58.1	56.25	-	-
PointFlow 2023.07		58.1	56.25	46.88	50
SetVAE 2022.12		59.66	61.48	-	-
SetVAE 2023.07		59.94	59.94	49.15	46.59
PVD-DDIM 2022.12		60.95	59.35	-	-
S-LION 2025.12		61.71	55.35	-	-
DPF-Net 2022.12		62.35	54.48	-	-
DPF-Net 2023.07		62.35	54.48	45.74	49.43
ShapeGF 2022.12		63.2	56.53	-	-
SoftFlow 2022.12		64.77	60.09	-	-
SoftFlow 2023.07		64.77	60.09	42.9	44.6
1-GAN 2022.12		66.49	88.78	-	-
l-GAN 2023.07		66.49	88.78	38.92	23.58
DPM 2022.12		68.89	79.97	-	-
DPM 2023.07		68.89	79.97	44.03	34.94
S-PVD 2025.12		69.17	62.07	-	-
l-GAN 2023.07		71.16	66.19	37.78	45.17
GET3D 2023.07		75.26	72.49	15.04	18.38
MeshDiffusion 2023.07		81.43	87.84	34.07	25.85
r-GAN 2023.07		94.46	99.01	19.03	6.539