Multimodal Understanding on MME (Granular Perception/Reasoning Metrics) benchmark leaderboard · SOTA2 Research

Multimodal Understanding on MME (Granular Perception/Reasoning Metrics)

200Existence ScoreSAGE

Evaluation Results

Method	Links
SAGE2026.02		200	160	161.67	185	186.73	149.41	164.75	183.25	157	155	1,702.81	157.14
AGLA2026.02		195	153.89	129.44	161.67	137.07	126.96	156.25	160.13	114.5	132.5	1,467.41	115
SAGE2026.02		195	161.67	138.33	170	145.24	136.18	159.75	161.5	118	135	1,520.67	122.86
AGLA2026.02		195	155	156.25	175	182.31	147.65	161.67	175	153.75	147.5	1,649.13	146.43
PSP & VRG2026.04		187	143.33	91.67	150	—	—	—	—	—	—	570	—
ICD2026.02		185	148.33	123.33	138.33	121.43	111.47	145.75	124.12	103.25	112.5	1,313.48	117.14
Regular2026.02		185	150	153.33	170	179.93	143.82	159.75	174.25	142.33	140	1,598.41	144.29
OPERA2026.02		185	150	145.75	175	181.29	144.12	161.25	178.75	151.25	145	1,617.41	151.42
VCD2026.02		185	153.33	155	175	180.61	145.89	158.75	181.5	155	147.5	1,637.58	148.57
ICD2026.02		185	151.67	153.33	170	178.57	142.94	156.25	179.75	153.75	140	1,611.26	152.86
CCoT2026.04		185	126.67	90.55	148.33	—	—	—	—	—	—	550.55	—
VCD2026.02		184.66	138.33	128.67	153	132.11	120.94	152.2	140.45	109.6	104	1,363.96	112.86
Low Conf.2026.04		183.33	133.33	86.67	141.67	—	—	—	—	—	—	545	—
OPERA2026.02		180.67	133.33	123.33	155	134.69	116.76	152.75	133.01	103.25	100	1,332.79	115.71
DDCoT2026.04		176.67	137.22	81.67	149.17	—	—	—	—	—	—	544.73	—
Regular2026.02		175.67	124.67	114	151	127.82	113.59	148.3	129.95	102.2	92	1,279.2	107.86