Referring Expression Comprehension

Benchmarks

Dataset Name	SOTA Method	Metric
RefCOCO+ (val)	InternVL2.5-78B	Accuracy90.4	354	16d ago
RefCOCO (val)	InternVL2.5-78B	Accuracy93.7	348	8d ago
RefCOCO (testA)	UNINEXT	Accuracy94.33	346	1d ago
RefCOCOg (test)	InternVL2.5-78B	Accuracy92.2	300	7d ago
RefCOCOg (val)	InternVL2.5-78B	Accuracy92.7	300	16d ago
RefCOCO+ (testB)	InternVL3.5-241B-A28B	Accuracy86.9	244	16d ago
RefCOCO+ (testA)	CogVLM	Accuracy91.81	216	16d ago
RefCOCO (testB)	UNINEXT-H	Accuracy91.46	213	1d ago
RefCOCO+ (test-A)	InternVL2.5-78B	Accuracy94.7	172	1mo ago
RefCOCO+ (test-B)	Qwen2-VL-72B	Accuracy85.6	167	1mo ago
RefCOCO (test-B)	InternVL2.5-78B	Accuracy92.5	160	1mo ago
RefCOCOg (test-u)	UNINEXT-H	Precision89.37	71	3mo ago
RefCOCOg (val-u)	BARE-L	Accuracy90.58	57	3mo ago
RefCOCO v1 (val)	BARE-L	Top-1 Accuracy92.83	49	3mo ago
ReferItGame (test)	SimVG-TB	Top-1 Acc79.3	47	3mo ago
RefCOCO, RefCOCO+, and RefCOCOg Average	InternVL2.5-78B	Average Accuracy92.3	44	1mo ago
RefBench PRO	Qwen3-VL-8B	Acc (Phrase)71.44	30	3mo ago
OpenRef	LLaVA-OV-1.5	F1 (Landmark)100	28	8d ago
RefCOCOg	Ours	Accuracy84.3	21	2mo ago
RefGTA (test)	ReCLIP w/o relations	Accuracy72.56	21	3mo ago
RefGTA (val)	ReCLIP w/o relations	Accuracy71.66	21	3mo ago
VRSBench	Qwen2.5-VL	Unique Accuracy @ IoU=0.566.54	18	1mo ago
gRefCOCO (testA)	SimVG-DB	Precision (F1=1, IoU>=0.5)64.6	18	3mo ago
KVG-Bench		Accuracy (Air, Seen Categories)81.33	17	2mo ago
RefCOCOg 48 (test-u)	SimVG-DB	Accuracy89.15	17	3mo ago

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