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Visual Grounding on RefCOCO (TestA)

96.5Accuracy

Vanilla

Updated 2d ago

Evaluation Results

Method
Vanilla 2026.02	96.5	-	-	-	-	-
IVC-Prune 2026.02	96	-	-	-	-	-
PDrop 2026.02	95.7	-	-	-	-	-
InternVL2.5 2025.02	95.6	-	-	-	-	-
InternVL-3-78B 2026.01	95.4	-	-	-	-	-
Florence-2 2026.01	95.3	-	-	-	-	-
Youtu-VL 2026.01	95.2	-	-	-	-	-
Youtu-VL 2026.01	95.2	-	-	-	-	-
InternVL-3-8B + EGM 2026.01	95.2	-	-	-	-	-
Qwen3-VL-4B-Thinking + EGM 2026.01	95.1	-	-	-	-	-
W-FastV 2026.02	95	-	-	-	-	-
Qwen3-VL-8B-Thinking + EGM 2026.01	95	-	-	-	-	-
UFO 2026.01	94.8	-	-	-	-	-
CogVLM-Grounding-17B 2024.02	94.75	-	-	-	-	-
Vanilla 2026.02	94.7	-	-	-	-	-
InfMLLM-7B 2023.11	94.62	-	-	-	-	-
Qwen2.5-VL 2025.02	94.6	-	-	-	-	-
Qwen3-VL-235B-A22B-Instruct 2026.01	94.6	-	-	-	-	-
InternVL-3-8B 2026.01	94.6	-	-	-	-	-
FastV 2026.02	94.4	-	-	-	-	-
UNINEXT 2024.03	94.33	-	-	-	-	-
InternVL-3.5 2026.01	94.3	-	-	-	-	-
UFO 2026.01	94.3	-	-	-	-	-
Classic Specialist (VLM) 2026.01	94.3	-	-	-	-	-
InternVL-3.5 2026.01	94.3	-	-	-	-	-
IVC-Prune 2026.02	94.2	-	-	-	-	-
ONE-PEACE 2023.05	94.18	-	-	-	-	-
Qwen3-VL-235B-A22B-Thinking 2026.01	94.1	-	-	-	-	-
OFA 2023.05	94.03	-	-	-	-	-
Qwen3-VL-2B-Thinking + EGM 2026.01	94	-	-	-	-	-
InternVL-3-2B + EGM 2026.01	94	-	-	-	-	-
Griffon 2026.01	93.4	-	-	-	-	-
Qwen3-VL-8B-Instruct 2026.01	93.3	-	-	-	-	-
Grounding DINO 2025.02	93.2	-	-	-	-	-
Grounding DINO 2026.01	93.2	-	-	-	-	-
InternVL-3-1B + EGM 2026.01	93.2	-	-	-	-	-
Grounding-DINO 2023.05	93.19	-	-	-	-	-
G-DINO-L 2024.03	93.19	-	-	-	-	-
VisionLLM v2 2026.01	93.1	-	-	-	-	-
Classic Specialist (Non-VLM) 2026.01	93.1	-	-	-	-	-
Qwen3-VL-8B-Thinking 2026.01	92.9	-	-	-	-	-
Qwen3-VL-4B-Instruct 2026.01	92.7	-	-	-	-	-
Qwen3-VL-4B-Thinking 2026.01	92.7	-	-	-	-	-
InternVL-3-2B 2026.01	92.6	-	-	-	-	-
FIBER 2023.05	92.59	-	-	-	-	-
Vanilla 2026.02	92.56	-	-	-	-	-
Qwen2.5-VL 2025.02	92.5	-	-	-	-	-
QWen-VL-7B 2023.11	92.26	-	-	-	-	-
Qwen-VL-7B 2024.02	92.26	-	-	-	-	-
Vanilla 2026.02	92.2	-	-	-	-	-
Qwen3-VL 2026.01	92.2	-	-	-	-	-
Qwen3-VL 2026.01	92.2	-	-	-	-	-
Lumen-7B 2024.03	92.06	-	-	-	-	-
IVC-Prune 2026.02	92	-	-	-	-	-
Nuwa 2026.02	91.76	-	-	-	-	-
Qwen2.5-VL 2025.02	91.7	-	-	-	-	-
MiniGPT-v2-7B 2023.11	91.65	-	-	-	-	-
VistaLLM-7B 2024.02	91.5	-	-	-	-	-
Qwen3-VL-2B-Thinking 2026.01	91.4	-	-	-	-	-
Ferret-7B 2024.02	91.35	-	-	-	-	-
VisionLLM v2 2026.01	91.2	-	-	-	-	-
Shikra-13B 2023.11	91.11	-	-	-	-	-
Shikra 2026.02	91.1	-	-	-	-	-
CoLLaVO-7B 2024.02	91.08	-	-	-	-	-
Qwen3-VL-2B-Instruct 2026.01	90.8	-	-	-	-	-
Shikra-7B 2023.11	90.61	-	-	-	-	-
Shikra-7B 2024.03	90.61	-	-	-	-	-
Shikra-7B 2024.02	90.61	-	-	-	-	-
UNICORN 2023.05	90.42	-	-	-	-	-
MDETR 2026.01	90.4	-	-	-	-	-
VScan 2026.02	90.2	-	-	-	-	-
SeqTR 2022.03	90.15	-	-	-	-	-
InternVL-3-1B 2026.01	90.1	-	-	-	-	-
Nuwa 2026.02	90.04	-	-	-	-	-
MDETR 2022.03	89.58	-	-	-	-	-
MDETR 2023.05	89.58	-	-	-	-	-
Fully-FT 2023.08	89.13	-	-	-	-	-
RefTR 2022.03	88.73	-	-	-	-	-
Partially⇑ 2023.08	88.4	-	-	-	-	-
VILLA_L 2022.03	87.48	-	-	-	-	-
VILLA 2023.05	87.48	-	-	-	-	-
MMnasNet 2020.04	87.4	-	-	-	-	-
UNITER_L 2022.03	87.04	-	-	-	-	-
UNITER 2023.05	87.04	-	-	-	-	-
FastV 2026.02	87	-	-	-	-	-
VisionLLM-H 2023.11	86.7	-	-	-	-	-
UniPT 2023.08	86.25	-	-	-	-	-
LST 2023.08	85.19	-	-	-	-	-
PDrop 2026.02	85	-	-	-	-	-
OFA-L 2023.11	83.67	-	-	-	-	-
OFA-L 2024.03	83.67	-	-	-	-	-
OFA-L* 2026.02	83.6	-	-	-	-	-
GLaMM 2026.01	83.2	-	-	-	-	-
W-FastV 2026.02	82.9	-	-	-	-	-
W-FastV 2026.02	82.9	-	-	-	-	-
MMnasNet 2020.04	82.5	-	-	-	-	-
PFOS 2026.02	81.4	-	-	-	-	-
MAttNet 2020.04	81.1	-	-	-	-	-
Nuwa 2026.02	80.71	-	-	-	-	-
DDPN 2020.04	80.1	-	-	-	-	-

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