Unconditional 3D Point Cloud Generation on ShapeNet airplane (val) benchmark leaderboard · SOTA2 Research

Unconditional 3D Point Cloud Generation on ShapeNet airplane (val)

0.53MMDUniPC + BézierFlow

Evaluation Results

Method	Links
UniPC + BézierFlow2025.12		0.53	23.7	0.21
iPNDM + BézierFlow2025.12		0.56	24.52	0.21
iPNDM + BézierFlow2025.12		0.57	24.44	0.23
UniPC + BézierFlow2025.12		0.58	23.45	0.24
iPNDM + BézierFlow2025.12		0.58	22.73	0.23
UniPC + BézierFlow2025.12		0.59	22.72	0.23
iPNDM + DMN2025.12		0.63	24.69	0.22
iPNDM + DMN2025.12		0.65	20.49	0.22
UniPC + DMN2025.12		0.67	19.51	0.27
iPNDM2025.12		0.67	26.67	0.2
UniPC + DMN2025.12		0.68	26.42	0.23
iPNDM + LD32025.12		0.7	22.72	0.22
iPNDM + LD32025.12		0.77	19.01	0.25
iPNDM2025.12		0.78	23.46	0.21
UniPC2025.12		0.79	20.25	0.22
UniPC + LD32025.12		0.8	21.48	0.25
iPNDM + BézierFlow2025.12		0.85	18.52	0.29
UniPC + BézierFlow2025.12		0.88	18.77	0.29
iPNDM + LD32025.12		0.89	18.52	0.25
UniPC + GITS2025.12		0.9	16.3	0.23
UniPC + LD32025.12		0.91	21.23	0.23
iPNDM2025.12		0.91	16.54	0.23
UniPC2025.12		0.95	17.03	0.25
UniPC + DMN2025.12		1.1	16.79	0.27
UniPC + LD32025.12		1.16	20.74	0.24
iPNDM2025.12		1.17	14.81	0.27
iPNDM + DMN2025.12		1.18	19.26	0.29
UniPC + LD32025.12		1.2	21.23	0.24
UniPC + GITS2025.12		1.2	20.25	0.31
UniPC2025.12		1.25	8.89	0.3
UniPC + DMN2025.12		1.5	15.06	0.32
iPNDM + DMN2025.12		1.74	6.17	0.35
iPNDM + LD32025.12		2.4	13.33	0.34
UniPC2025.12		2.5	3.21	0.46
iPNDM + GITS2025.12		2.73	3.95	0.41
iPNDM + GITS2025.12		3.22	7.65	0.44
iPNDM + GITS2025.12		3.59	3.21	0.48
iPNDM + GITS2025.12		3.99	1.73	0.49
UniPC + GITS2025.12		5.32	9.52	0.56
UniPC + GITS2025.12		9.14	0.74	0.63