Single-View Reconstruction on ShapeNet benchmark leaderboard · SOTA2 Research

Single-View Reconstruction on ShapeNet

68.4plaPix2Vox-A

Evaluation Results

Method	Links
Pix2Vox-A2019.01		68.4	61.6	79.2	85.4	56.7	53.7	44.3	71.4	—	70.9	60.1	77.6	59.4	66.1	61.5
PSGN2019.01		60.1	55	77.1	83.1	54.4	55.2	46.2	73.7	—	70.8	60.6	74.9	61.1	64	60.4
Pix2Vox-F2019.01		60	53.8	76.5	83.7	53.5	51.1	43.5	70.7	—	68.7	58.7	77	58.2	63.4	59.8
OGN2019.01		58.7	48.1	72.9	82.8	48.3	50.2	39.8	63.7	—	64.6	53.6	70.2	63.2	59.6	59.3
DRC2019.01		57.1	45.3	63.5	75.5	46.9	41.9	41.5	60.9	—	60.6	42.4	41.3	55.6	54.5	60.8
Pixel2mesh2022.02		53.6	51.4	48.5	46.9	57.7	52.8	68.7	61.7	—	53.4	51.3	42.2	54.8	52.7	42.1
3D-R2N22019.01		51.3	42.1	71.6	79.8	46.6	46.8	38.1	66.2	—	62.8	51.3	66.1	51.3	56	54.4
3DR2N22022.02		49.4	48	42.5	47.3	57.5	58.5	106.4	59.6	—	47.2	52.9	43.7	50.7	54.1	40.2
Pix2Vox++2022.02		36.5	44	39.9	34.8	39.7	44	56.3	48.4	—	41.2	40.1	36.8	42.8	41.7	37.8
Pix2Vox2022.02		34.8	44.7	43.9	35.6	40.4	44.7	56.6	51	—	43.7	42.9	38.4	41.4	42.8	38
OccNet2022.02		31.9	33.1	35.4	36.9	40.8	48.4	75.5	54.7	—	39.7	37.4	31.6	44.3	41.5	29.7
PSGN2022.02		27.8	37.3	41.2	32.7	46.8	47.4	56	56.2	—	44.4	38.1	38.1	38.4	40.7	25.3
DPM2022.02		26.4	35.6	34.6	32.3	41.5	43.5	51.8	51.4	—	41.5	37.1	34.2	35.2	37.6	24.1
AtlasNet2022.02		26	32	36.6	30.7	40.9	41.6	49.8	49.1	—	38	33.6	32	34	35.9	22
3DAttriFlow2022.02		21.1	27.1	26.6	25	33.3	36	45.5	41.6	—	32.4	28.5	26.6	29.6	30.2	19.4
SnowflakeNet (Ours)2022.02		19.9	25.4	25.2	24.4	31.3	33.7	43.4	39.8	—	30.9	27.1	24.5	28	28.6	18.4
PSG2018.02		3.36	4.31	8.51	8.63	6.35	6.47	7.66	15.9	1.58	6.92	3.93	3.76	5.94	6.41	—
Bansal et al.2018.02		2.91	4.39	6.01	4.45	7.24	5.95	7.42	10.4	1.83	6.65	4.83	4.66	4.65	5.5	—
AtlasNet2018.02		2.54	3.91	5.39	4.18	6.77	6.71	7.24	8.18	1.63	6.76	4.35	3.91	4.91	5.11	—
AtlasNet2018.02		1.31	1.89	1.8	2.04	2.11	1.68	2.81	2.39	1.57	1.78	2.28	1.03	1.84	1.89	—