Referring Expression Grounding

Benchmarks

Dataset Name	SOTA Method	Metric
RefCOCO (testB)	MM1.5-30B	Accuracy89.5	41	1mo ago
RefCOCO (testA)	Ferret-V2-13B	Accuracy95	41	1mo ago
RefCOCOg (test)	Ferret-V2-13B	Accuracy90	37	1mo ago
RefCOCO+ (testB)	MM1.5-30B	Accuracy83.5	23	1mo ago
RefCOCO+ (testA)	Ferret-V2-7B	Accuracy92.8	23	1mo ago
D^3 Intra-scenario	APE-D(+Ours)	Full Success Rate38.6	20	4mo ago
RefCOCO+		Accuracy88.77	20	1mo ago
RefCOCO		Accuracy92.64	20	1mo ago
D-Negation (test)	APE-D	mAP84.1	18	4mo ago
RefCOCOg (val)	Visual Para-Thinker++ (3B)	Accuracy (IoU=0.5)89.8	18	1mo ago
RefCOCO+ (val)	Visual Para-Thinker++ (3B)	Acc@0.587.1	18	1mo ago
Ferret-Bench	MM1.5-30B	Accuracy (avg)77.1	18	4mo ago
LVIS-Ref	Ferret-V2-13B	Accuracy (Box)87.7	18	4mo ago
RefCOCOg	Qwen-2.5-VL-7B + EvoLMM	Accuracy88	15	1mo ago
RefCOCO UMD (val)	G-DINO	Acc@0.590.6	14	5mo ago
RefCOCO RefCOCO+ RefCOCOg		Accuracy46.13	10	5mo ago
ChartLens-ChartQA real-world charts	Ours-SOM	HBar Precision90.91	9	2mo ago
AerialVG	Q3VL 8B-Ins	Score32.2	8	3mo ago
RefCOCOg UMD (test)	VILLA-large	Accuracy88.97	8	5mo ago
RefCOCOg UMD (val)	VILLA-large	Accuracy88.42	8	5mo ago
OCID-Ref	VC-1	Accuracy (Overall)94.6	7	4mo ago
RefCOCO-g (Google)		Accuracy89.22	7	5mo ago
Ref-COCO+ testA + testB (test)	Ours_SAT->ST	Accuracy74.22	7	5mo ago
MedSG	MedMO-8B	IoU (%)70.1	6	4mo ago
Google-Ref (test)	Compositional Modular Networks	P@169.3	6	4mo ago

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