Spatial-Conditioned Reasoning on SCaR benchmark leaderboard · SOTA2 Research

Spatial-Conditioned Reasoning on SCaR

64.2RefCOCO+ ScoreVIRTUE-2B

Evaluation Results

Method	Links
VIRTUE-2B2025.10		64.2	65.3	41.4	54.2	56	56.2
VIRTUE-7B2025.10		63.2	66.1	48.2	52.2	54.9	56.9
VLM2Vec-2B2025.10		59.8	55.5	34.1	40.8	43.2	46.7
UniME-7B2025.10		57.8	59.3	44.5	41.9	43.6	49.4
MMRet-7B2025.10		45.8	43.6	39.7	27.5	31.2	37.6
VLM2Vec-7B2025.10		40.1	39.5	36.3	31.4	25	34.5
VIRTUE-7B2025.10		33	35.3	19.6	27.1	23.8	27.8
UniME-7B2025.10		31.4	32.8	19	25.3	23	26.3
VIRTUE-2B2025.10		28.8	42.4	24.4	29.9	27.5	30.4
MMRet-7B2025.10		27.1	21.8	15.2	26	22.6	22.5
VIRTUE-7B2025.10		27.1	31.5	17.4	21.8	16.4	22.8
MMRet-7B2025.10		26	20.2	14.9	15	19.1	19
UniME-7B2025.10		25.8	24	15.2	24.6	22.3	22.4
VLM2Vec-2B2025.10		24.5	29.5	22.3	19.4	24.6	24.1
VIRTUE-2B2025.10		24.4	36.3	14.2	25.8	23.4	24.8
VLM2Vec-7B2025.10		23.2	29.1	14.7	25	22.4	22.9
VLM2Vec-2B2025.10		22.3	25.8	17.1	19.5	22.5	21.4
CLIP2025.10		18.1	22.4	23	15.5	18.9	19.6
ReCLIP2025.10		17.6	23	21.3	12.6	15.9	18.1
ReCLIP2025.10		17.6	21.6	22.3	15.1	18.4	19
VLM2Vec-7B2025.10		17.6	25.7	15.2	13.8	21.3	18.7
LamRA-7B2025.10		8.2	7.9	3.1	8.9	5.3	6.7
LamRA-7B2025.10		8	7.9	5.3	3.1	8.9	6.6
GME-2B2025.10		6.1	8.3	5.8	6.2	7.5	6.8
GME-7B2025.10		6.1	10.1	7.4	7	5.6	7.2
GME-7B2025.10		6	9.8	4.4	7	5.3	6.5
GME-2B2025.10		5.4	8.3	7.5	5.8	6.2	6.6