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Visual Grounding on RefCOCO+ (val)

91.4Accuracy

Vanilla

Updated 5d ago

Evaluation Results

Method
Vanilla 2026.02	91.4	-
InternVL2.5 2025.02	90.4	-
IVC-Prune 2026.02	90.3	-
Youtu-VL 2026.01	90.1	-
Qwen3-VL-8B-Thinking + EGM 2026.01	90.1	-
InternVL-3-78B 2026.01	90.1	-
Qwen3-VL-4B-Thinking + EGM 2026.01	89.7	-
Qwen3-VL-235B-A22B-Thinking 2026.01	89.5	-
InternVL-3-8B + EGM 2026.01	89.3	-
W-FastV 2026.02	89.2	-
PDrop 2026.02	89	-
Qwen2.5-VL 2025.02	88.9	-
Qwen2.5-VL 2026.04	88.9	-
ONE-PEACE 2026.05	88.8	-
ONE-PEACE 2023.05	88.77	-
CogVLM-G 2026.05	88.7	-
CogVLM-Grounding-17B 2024.02	88.68	-
Qwen3-VL-235B-A22B-Instruct 2026.01	88.6	-
Florence-2 2026.01	88.3	-
Florence-2-L 2025.03	88.3	-
Grounding DINO 2025.02	88.2	-
InternVL-3-8B 2026.01	88.2	-
InternVL3-8B 2026.02	88.2	-
Grounding DINO 2026.04	88.2	-
OpenVLThinkerV2 2026.04	88.2	-
InternVL3.5-8B 2026.05	87.9	-
OFA 2023.05	87.86	-
FastV 2026.02	87.8	-
Qwen3-VL-2B-Thinking + EGM 2026.01	87.8	-
Qwen3-VL 2026.04	87.8	-
UFO 2026.01	87.7	-
Qwen3-VL 2026.04	87.7	-
X2-VLM_large 2022.11	87.6	-
InternVL-3.5 2026.01	87.6	-
GR3D-8B 2026.05	87.5	-
Ferretv2 2025.03	87.4	-
Phi3V-dist 2025.03	87.1	-
OneThinker-8B 2026.04	87	-
X2-VLM_large 2022.11	86.9	-
Florence-2-B 2025.03	86.8	-
RoboInter-Qwen-7B 2026.02	86.6	-
Qwen2.5-VL-7B AIF 2026.04	86.6	-
Qwen3-VL-8B-Thinking 2026.01	86.2	-
TextHawk2 2026.05	86.2	-
X-FMbase 2023.01	86.1	-
Phi3V-sft 2025.03	85.9	-
Phi3V-vocab 2025.03	85.9	-
OFA_large 2022.11	85.8	-
Qwen3-VL-8B-Instruct 2026.01	85.8	-
RoboInter-Qwen-3B 2026.02	85.8	-
Qwen2-VL-7B 2026.05	85.8	-
FIBER 2023.05	85.74	-
InternVL-3-2B + EGM 2026.01	85.6	-
X2-VLM_base 2022.11	85.4	-
X2-VLMbase 2023.01	85.4	-
UNINEXT 2024.03	85.24	-
X2-VLM_base 2022.11	85.2	-
X2-VLMbase 2023.01	85.2	-
Qwen3-VL-4B-Thinking 2026.01	85.2	-
InternVL-2.5-8B 2026.04	85.2	-
UNINEXT 2025.03	85.2	-
UNINEXT-H 2026.05	85.2	-
Vanilla 2026.02	85.1	-
X-FMbase 2023.01	84.8	-
IVC-Prune 2026.02	84.8	-
Griffon 2026.01	84.8	-
X-VLM 2021.11	84.51	-
X-VLM 2023.05	84.51	-
Qwen3-VL 2026.04	84.5	-
Qwen3-VL-4B-Instruct 2026.01	84.4	-
VLM-R1 2026.04	84.3	-
Qwen2.5-VL 2025.02	84.2	-
QwenVL2.5-7B 2026.02	84.2	-
RoboInter-LLaVAOV-7B 2026.02	84.2	-
Qwen2.5-VL-7B 2026.04	84.2	-
Qwen2.5-VL 2026.04	84.2	-
Qwen2.5-VL-7B 2026.05	84.2	-
InternVL-3-2B 2026.01	84	-
InternVL3-2B 2026.02	84	-
InternVL3-2B 2026.05	84	-
InternVL-3-1B + EGM 2026.01	83.8	-
ForeSight 2026.04	83.66	-
DeepEyes 2026.04	83.6	-
DeepEyes 2026.04	83.6	-
QWen-VL-7B 2023.11	83.12	-
Qwen-VL-7B 2024.02	83.12	-
VistaLLM-7B 2024.02	82.9	-
Qwen3-VL 2026.01	82.9	-
Shikra-13B 2023.11	82.89	-
Vanilla 2026.02	82.8	-
Grounding DINO 2026.01	82.8	-
Shikra 2026.02	82.8	-
Grounding-DINO-L 2026.04	82.8	-
Ferret 2025.03	82.8	-
Grounding-DINO-L 2026.05	82.8	-
Grounding-DINO 2023.05	82.75	-
G-DINO-L 2024.03	82.75	-
Localization Heads 2026.04	82.7	-
InternVL3.5-2B 2026.05	82.7	-
Qwen2.5-VL 2025.02	82.4	-

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