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Referring Expression Comprehension on OpenRef

100F1 (Landmark)

LLaVA-OV-1.5

Updated 8d ago

Evaluation Results

Method	Links
LLaVA-OV-1.5 2026.05		100	94.5	74.7	-	27.8	-	-	75.1	78.6
GLM-4.6V 2026.05		100	90.3	94	-	41.4	-	-	78.7	67.8
Qwen3-VL 2026.05		100	92.1	90.1	-	58	-	-	84.6	82.6
MiniCPM-V-4.5 2026.05		98.5	94	83.8	-	22.8	-	-	73.6	68.8
Mistral-3 2026.05		98.5	82.3	87.3	-	7.5	-	-	70.9	79
Qwen2-VL 2026.05		96.4	100	87.7	-	84.6	-	-	90.9	85.6
Keye-VL-1.5 2026.05		96.4	74	83.6	-	28.3	-	-	70.3	69.3
Qwen3-VL 2026.05		92.7	60.9	23.1	-	4.5	-	-	38.1	9.2
Qwen3-VL 2026.05		92.2	60.8	23.4	-	4.3	-	-	37.9	8.6
Qwen3-VL 2026.05		88.6	90.8	57	71.4	27.7	74.7	35.5	63.7	-
Qwen3-VL 2026.05		87.1	89	56.8	68.6	15.9	75.2	33.7	60.9	-
GLM-4.6V 2026.05		86.5	83.5	55.9	68.2	24.1	72.9	21.1	58.9	-
Qwen2.5-VL 2026.05		85.5	91.4	31.5	61.4	46.7	61.8	37.4	59.4	-
Qwen2.5-VL 2026.05		85	85.6	27.6	64.5	15.9	61.8	28.1	52.6	-
Qwen3-VL 2026.05		83.1	89.1	34.9	63.5	12.3	66.6	29.6	54.2	-
Qwen2.5-VL 2026.05		79.8	45.7	44.8	-	6.9	-	-	37.9	12.5
MiniCPM-V 2026.05		78.8	84.5	33.5	54.9	24.6	53.5	11.8	48.8	-
InternVL3.5 2026.05		72.5	77	2.9	52.1	35.4	36	9.4	40.8	-
LLaVA-OV-1.5 2026.05		70.5	75.7	7.6	59.1	6.7	19.1	8.7	35.3	-
InternVL3.5 2026.05		68.9	52.3	42.8	-	56.6	-	-	51	34.6
Qwen2-VL 2026.05		68.4	59.3	21.7	46.8	9.2	16.7	16.8	34.1	-
Keye-VL-1.5 2026.05		67.9	77	12.4	64.4	23.6	26.4	13.3	40.7	-
Grounding-Dino 2026.05		61.3	52.7	31.5	61.4	8.2	58.3	25.2	42.7	-
MiMo-VL-RL 2026.05		60.7	70.5	8.9	65.5	15.1	27.7	15	37.6	-
Grounding-Dino 2026.05		40	36.8	38.3	-	70.6	-	-	47.1	50
Qwen2.5-VL 2026.05		29	13.8	4.4	-	4.2	-	-	14.1	19
MiMo-VL-RL 2026.05		22.1	20.5	15.6	-	27.7	-	-	20.7	17.8
Mistral-3 2026.05		8.2	24.8	0.7	4.6	2.3	0.7	0.2	5.9	-