3D Reconstruction on ModelNet10

0.0191Chamfer Distance (CD)InstantMesh

Evaluation results

Method
InstantMesh2026.06	0.0191	90.6	64.43	80.95	80.68	0.0537	0.211
Gemini 3 Pro2026.06	0.0248	85.13	62.63	73.32	75.35	0.0826	0.2693
Gemini 3 Pro2026.06	0.0249	85.32	61.06	74.27	75.17	0.0748	0.255
Gemini 3 Pro2026.06	0.0251	85.73	61.99	73.74	75.85	0.0829	0.2681
Gemini 3 Pro2026.06	0.028	82.77	58.2	71.9	72.75	0.09	0.2861
o32026.06	0.0318	79.49	53.06	71.74	69.34	0.0969	0.2939
o32026.06	0.0328	78.79	53.12	69.64	69.21	0.0983	0.3085
Gemini 3 Pro2026.06	0.0356	76.24	49.86	71.34	65.91	0.0998	0.3032
Claude Sonnet 42026.06	0.0368	73.94	48.14	66.41	66.6	0.1171	0.3773
Claude Sonnet 42026.06	0.0374	74.97	48.18	67.45	65.61	0.106	0.3491
Claude Sonnet 42026.06	0.0405	71.78	44.35	68.64	63.33	0.1057	0.3307
Claude Sonnet 42026.06	0.0419	70.69	45.41	65.26	62.64	0.1208	0.3733
Claude Sonnet 42026.06	0.0435	71.4	49.9	68.07	62.62	0.1188	0.3652
MeshCoder2026.06	0.0442	70.53	45.29	65.44	60.91	0.125	0.3893
o32026.06	0.0466	66.42	37.32	65.36	56.56	0.1221	0.3891
Qwen2.5-VL-72B-Instruct2026.06	0.0492	67.02	41.04	61.97	61.67	0.1289	0.4269
o32026.06	0.051	65.56	40.58	66.14	55.4	0.139	0.4006
Unique3D2026.06	0.058	56.79	23.04	62.36	52.31	0.1388	0.4999
Qwen2.5-VL-72B-Instruct2026.06	0.0593	60.38	34.82	58.49	59.2	0.1558	0.4817
o32026.06	0.0608	58.87	31.85	60.91	54.69	0.141	0.434
Qwen2.5-VL-72B-Instruct2026.06	0.0635	59.95	33.83	60.24	54.57	0.1458	0.431
InternVL3.5-38B2026.06	0.0642	55.84	29.56	56.83	49.83	0.1606	0.5048
InternVL3.5-38B2026.06	0.0648	56.68	31.52	57.6	53.26	0.1656	0.5158
InternVL3.5-38B2026.06	0.0663	54.58	27.7	57.21	48.55	0.1492	0.4832
Qwen2.5-VL-72B-Instruct2026.06	0.0665	55.71	30.04	59.52	50.67	0.1441	0.4421
InternVL3.5-38B2026.06	0.0673	52.67	26.14	58	52.36	0.1618	0.4984
LLaVA-OneVision-Qwen2-72B2026.06	0.0674	51.86	26.03	56.97	60.18	0.1963	0.546
LLaVA-OneVision-Qwen2-72B2026.06	0.0698	51.37	27.5	58.38	42.43	0.1504	0.4919
LLaVA-OneVision-Qwen2-72B2026.06	0.0699	49.09	27.56	54.42	50.93	0.1733	0.5423
LLaVA-OneVision-Qwen2-72B2026.06	0.0704	50.32	27.57	53.78	47.53	0.1715	0.5188