Multimodal Performance Evaluation on MME perception benchmark leaderboard · SOTA2 Research

Multimodal Performance Evaluation on MME perception

195Existence ScoreDAMO

Evaluation Results

Method	Links
DAMO2025.05		195	150	143.33	165	144.56	134.12	157.75	163.75	120	140	1,513.51
Regular2025.05		195	135	143.33	170	159.52	142.94	162.25	155.75	123	132.5	1,519.3
DAMO2025.05		195	130	133.33	160	149.32	145.29	159.5	143.25	123.75	132.5	1,471.95
DCLA2025.05		195	140	143.33	170	160.2	142.94	161.5	155.75	124.5	132.5	1,525.73
Regular2025.05		190	160	138.33	165	140.48	135	156.25	162.25	119.25	125	1,491.56
VCD2025.05		190	163.33	133.33	158.33	129.59	139.12	155.75	166.5	124	125	1,484.96
DoLa2025.05		190	153.33	143.33	165	141.5	132.35	157.75	160.5	118.75	132.5	1,495.02
DCLA2025.05		190	163.33	148.33	175	137.41	132.06	156.25	160.5	117.25	140	1,520.14
DoLa2025.05		190	133.33	143.33	170	132.65	155.59	156.25	135	136.75	162.5	1,515.41
VCD2025.05		190	163.33	120	175	151.7	159.41	158.25	129	125.25	132.5	1,504.44
DoLa2025.05		190	150	123.33	160	160.54	157.06	155.75	134.5	124	147.5	1,502.69
DAMO2025.05		190	125	113.33	150	166.66	152.06	163.25	166.5	107.75	140	1,474.56
Greedy2026.06		190	155	128.3	170	147.6	136.8	158	163	119.5	137.5	1,505.7
PAI2026.06		190	155	133.3	170	145.6	136.5	157.8	163	117.8	140	1,508.9
VISTA2026.06		190	150	133.3	165	144.6	134.4	156	163.3	115	125	1,476.6
DAMO2026.06		190	148.3	133.3	160	136.4	131.8	159	162	113.5	140	1,474.3
FADE2026.06		190	160	133.3	170	147.6	138.5	158	163.8	120.3	137.5	1,519
Regular2025.05		188.33	145	123.33	160	159.52	159.71	157.25	141.75	121.75	147.5	1,504.15
DCLA2025.05		188.33	145	123.33	160	159.52	160.88	158	140.5	121.75	147.5	1,504.82
Regular2025.05		185	165	78.33	150	163.27	162.94	152.75	160	139.75	102.5	1,459.54
DCLA2025.05		185	165	78.33	155	162.24	163.82	153	159.5	139	102.5	1,463.4
Greedy2026.06		185	160	85	150	160.2	163.5	152.8	163.3	137.3	102.5	1,459.5
PAI2026.06		185	155	81.7	145	158.2	163.8	154	160.3	138.5	102.5	1,443.9
VISTA2026.06		185	155	80	150	158.2	161.8	153.5	159.5	140.5	102.5	1,445.9
DAMO2026.06		185	170	78.3	150	164.6	160.9	156	170.5	130.5	95	1,460.8
FADE2026.06		185	160	85	155	160.2	163.5	153.5	161.8	137.3	102.5	1,463.7
VCD2025.05		180	160	61.67	151.67	151.36	108.82	158	115	130	95	1,311.52
DAMO2025.05		180	155	78.33	145	134.01	167.35	154	168.25	133.5	87.5	1,402.95
VCD2025.05		175	125	95	140	148.98	145.29	159	169.75	130.25	130	1,418.27
DoLa2025.05		175	160	93.33	163.33	155.78	160.88	159.25	142.5	142.25	110	1,462.33