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Visual Grounding on RefCOCO+ (testA)

94.7Accuracy

InternVL2.5

Updated 5d ago

Evaluation Results

Method
InternVL2.5 2025.02	94.7	-	-
Vanilla 2026.02	94.7	-	-
IVC-Prune 2026.02	94	-	-
InternVL-3-78B 2026.01	93.8	-	-
PDrop 2026.02	93.7	-	-
InternVL-3-8B + EGM 2026.01	93.6	-	-
Qwen3-VL-8B-Thinking + EGM 2026.01	93.3	-	-
Qwen3-VL-4B-Thinking + EGM 2026.01	93.1	-	-
CogVLM-Grounding-17B 2024.02	92.91	-	-
Florence-2-L 2025.03	92.9	-	-
CogVLM-G 2026.05	92.9	-	-
Ferretv2 2025.03	92.8	-	-
VG-Refiner+EVF-SAM 2025.12	92.7	-	-
W-FastV 2026.02	92.5	-	-
Qwen3-VL-235B-A22B-Thinking 2026.01	92.5	-	-
InternVL-3-8B 2026.01	92.5	-	-
Qwen3-VL-235B-A22B-Instruct 2026.01	92.4	-	-
InternVL3.5-8B 2026.05	92.4	-	-
InfMLLM-7B 2023.11	92.36	-	-
ONE-PEACE 2023.05	92.21	-	-
Qwen2.5-VL 2025.02	92.2	-	-
Phi3V-dist 2025.03	92.2	-	-
ONE-PEACE 2026.05	92.2	-	-
X2-VLM_large 2022.11	92.1	-	-
FastV 2026.02	91.8	-	-
OFA 2023.05	91.7	-	-
Qwen3-VL-2B-Thinking + EGM 2026.01	91.7	-	-
Florence-2-B 2025.03	91.7	-	-
Phi3V-sft 2025.03	91.6	-	-
Vanilla 2026.02	91.5	-	-
InternVL-2.5-8B 2026.04	91.5	-	-
GR3D-8B 2026.05	91.4	-	-
InternVL-3-2B + EGM 2026.01	91.2	-	-
IVC-Prune 2026.02	91.1	-	-
Qwen2.5-VL-7B AIF 2026.04	91	-	-
Phi3V-vocab 2025.03	90.6	-	-
Qwen2-VL-7B 2026.05	90.5	-	-
X-FMbase 2023.01	90.4	-	-
X2-VLM_base 2022.11	90.3	-	-
X2-VLMbase 2023.01	90.3	-	-
Qwen3-VL-8B-Instruct 2026.01	90.3	-	-
FIBER 2023.05	90.13	-	-
X2-VLM_large 2022.11	90.1	-	-
TextHawk2 2026.05	90	-	-
OFA_large 2022.11	89.9	-	-
VistaLLM-7B 2024.02	89.8	-	-
X-FMbase 2023.01	89.7	-	-
AutoTool 2026.05	89.7	-	-
UNINEXT 2024.03	89.63	-	-
UNINEXT 2025.03	89.6	-	-
UNINEXT-H 2026.05	89.6	-	-
Qwen3-VL-4B-Thinking 2026.01	89.5	-	-
Qwen3-VL-8B-Thinking 2026.01	89.3	-	-
X2-VLM_base 2022.11	89.2	-	-
X2-VLMbase 2023.01	89.2	-	-
InternVL-3-2B 2026.01	89.2	-	-
InternVL3-2B 2026.05	89.2	-	-
Qwen2.5-VL 2025.02	89.1	-	-
Qwen2.5-VL-7B 2025.12	89.1	-	-
Qwen2.5-VL-7B 2026.04	89.1	-	-
Qwen2.5-VL-7B 2026.05	89.1	-	-
Vanilla 2026.02	89.02	-	-
X-VLM 2021.11	89	-	-
X-VLM 2023.05	89	-	-
Grounding DINO 2025.02	89	-	-
Grounding-DINO-L 2026.04	89	-	-
Grounding-DINO-L 2026.05	89	-	-
Grounding-DINO 2023.05	88.95	-	-
G-DINO-L 2024.03	88.95	-	-
InternVL-3-1B + EGM 2026.01	88.8	-	-
Qwen3-VL-4B-Instruct 2026.01	88.7	-	-
STORM 2026.04	88.6	-	-
Localization Heads 2026.04	88.5	-	-
InternVL3.5-2B 2026.05	88.4	-	-
QWen-VL-7B 2023.11	88.25	-	-
Qwen-VL-7B 2024.02	88.25	-	-
Ferret 2025.03	88.1	-	-
Qwen2.5-VL 2025.02	88	-	-
Vanilla 2026.02	88	-	-
Qwen2.5-VL-3B 2026.05	88	-	-
Nuwa 2026.02	87.98	-	-
InternVL2-8B 2026.04	87.9	-	-
Shik-13B 2026.04	87.8	-	-
Shikra-13B 2023.11	87.79	-	-
Lumen-7B 2024.03	87.59	-	-
IVC-Prune 2026.02	87.4	-	-
Shik-7B 2026.04	87.4	-	-
Ferret 2026.04	87.4	-	-
Shikra-7B 2026.04	87.4	-	-
Shikra-7B 2026.05	87.4	-	-
Ferret-7B 2024.02	87.38	-	-
Shikra-7B 2023.11	87.36	-	-
Shikra-7B 2024.03	87.36	-	-
Shikra-7B 2024.02	87.36	-	-
OFA_base 2022.11	87.2	-	-
OFAbase 2023.01	87.2	-	-
G-GPT 2026.04	87.2	-	-
DeepEyes 2026.05	87.2	-	-
Nuwa 2026.02	86.74	-	-
Qwen3-VL-2B-Thinking 2026.01	86.7	-	-

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