Multimodal Retrieval on MBE 2.0 benchmark leaderboard · SOTA2 Research

Multimodal Retrieval on MBE 2.0

43.34R@1Our MOON2.0

Evaluation Results

Method	Links
Our MOON2.02025.11		43.34	89.31	94.21
Our MOON2.02025.11		41.07	87.31	91.08
MOON2025.11		35.18	68.06	80.78
MOON2025.11		32.18	68.78	78.11
GME2025.11		31.51	64.57	73.9
FashionCLIP2025.11		28.53	59.86	69.13
MM-Embed2025.11		28.45	58.01	66.67
Our MOON2.02025.11		27.34	56.8	63.09
GME2025.11		27.2	55.93	64.41
FashionCLIP2025.11		26.5	59	69.2
CASLIE-S2025.11		26.32	56.16	65.59
CASLIE-S2025.11		25.73	56.9	67.02
Our MOON2.02025.11		25.05	61.99	73.12
BGE-VL-Large2025.11		24.8	52.12	63.33
BGE-VL-Large2025.11		24.48	57.07	64.84
SigLIP22025.11		23.58	54.68	65.86
GME2025.11		23.48	54.01	64.98
MM-Embed2025.11		21.77	44.52	52.83
Our MOON2.02025.11		20.47	52.59	64.91
Qwen2.5-VL-3B2025.11		18.5	40.57	48.77
SigLIP22025.11		18	42.13	52.17
MOON2025.11		17.79	35.56	44.02
MOON2025.11		16.94	36.54	43.24
GME2025.11		14.3	33.38	41.77
MM-Embed2025.11		14.16	34.73	44.48
Qwen2.5-VL-3B2025.11		13.04	29.37	36.55
MOON2025.11		12.56	26.69	36.65
GME2025.11		11.86	29.62	38.26
BGE-VL-Large2025.11		9.3	22.57	30.24
MM-Embed2025.11		8.77	23.4	31.56
BGE-VL-Large2025.11		8.53	24.54	32.22
MM-Embed2025.11		8.41	23.49	30.11
BGE-VL-Large2025.11		8.34	15.76	18.92
SigLIP22025.11		8.34	21.54	28.64
FashionCLIP2025.11		8.22	22.67	28.89
CASLIE-S2025.11		8.16	20.81	28.16
FashionCLIP2025.11		7.4	18.67	25.09
CASLIE-S2025.11		7.16	17.08	27.15
SigLIP22025.11		7.08	20.53	28.1
SigLIP22025.11		4.94	12.05	16.23
InternVL3-2B2025.11		4.76	10.38	13.45
FashionCLIP2025.11		4.02	9.73	12.95
CASLIE-S2025.11		3.94	9.8	13.56
InternVL3-2B2025.11		2.58	6.23	8.63
Qwen2.5-VL-3B2025.11		1.81	5.13	7.58
Qwen2.5-VL-3B2025.11		1.19	3.51	5.42
Qwen2.5-VL-3B2025.11		0.82	2.81	4.35
InternVL3-2B2025.11		0.18	0.31	0.76
InternVL3-2B2025.11		0.15	0.29	0.64
InternVL3-2B2025.11		0.11	0.37	0.61