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Referring Expression Comprehension on RefCOCO (testA)

94.33Accuracy

UNINEXT

Updated 2d ago

Evaluation Results

Method
UNINEXT 2023.10	94.33	-	-	-	-	-	-	-	-
G-DINO-L 2023.10	93.19	-	-	-	-	-	-	-	-
MiniGPT-v2 (7B) 2023.10	91.65	-	-	-	-	-	-	-	-
MiniGPT-v2 (7B)-chat 2023.10	91.29	-	-	-	-	-	-	-	-
Shikra (13B) 2023.10	91.11	-	-	-	-	-	-	-	-
Shikra (7B) 2023.10	90.61	-	-	-	-	-	-	-	-
VisionLLM-H 2023.10	86.7	-	-	-	-	-	-	-	-
OFA-L 2023.10	83.87	-	-	-	-	-	-	-	-
InternVL2.5-78B 2024.12	0.956	-	-	-	-	-	-	-	-
Qwen2-VL-72B 2024.09	0.953	-	-	-	-	-	-	-	-
Qwen2-VL-72B 2024.12	0.953	-	-	-	-	-	-	-	-
Ferret-v2 2024.09	0.95	-	-	-	-	-	-	-	-
Ferret-v2-13B 2025.12	0.95	-	-	-	-	-	-	-	-
Ferret-v2-13B 2024.12	0.95	-	-	-	-	-	-	-	-
CogVLM 2024.09	0.948	-	-	-	-	-	-	-	-
InternVL2-26B 2024.09	0.948	-	-	-	-	-	-	-	-
CogVLM-Grounding-17B 2024.12	0.948	-	-	-	-	-	-	-	-
InternVL2-Llama3-76B 2024.12	0.948	-	-	-	-	-	-	-	-
CogVLM-Grounding 2023.11	0.9475	-	-	-	-	-	-	-	-
CogVLM-17B 2024.07	0.9475	-	-	-	-	-	-	-	-
InternVL3.5-8B 2025.12	0.947	-	-	-	-	-	-	-	-
VGent 2025.12	0.947	-	-	-	-	-	-	-	-
C³VG 2025.01	0.946	-	-	-	-	-	-	-	-
InternVL3-8B 2025.12	0.946	-	-	-	-	-	-	-	-
InternVL2.5-8B 2024.12	0.945	-	-	-	-	-	-	-	-
InternVL3-14B 2025.12	0.944	-	-	-	-	-	-	-	-
UNINEXT-H 2023.06	0.9433	-	-	-	-	-	-	-	-
UNINEXT-H 2023.08	0.9433	-	-	-	-	-	-	-	-
UNINEXT-H 2023.11	0.9433	-	-	-	-	-	-	-	-
UNINEXT-H 2023.11	0.9433	-	-	-	-	-	-	-	-
UNINEXT-H 2024.03	0.9433	-	-	-	-	-	-	-	-
UNINEXT-H 2023.12	0.9433	-	-	-	-	-	-	-	-
Supervised SOTA 2023.11	0.9433	-	-	-	-	-	-	-	-
UNINEXT-H 2024.09	0.943	-	-	-	-	-	-	-	-
UNINEXT-H 2025.12	0.943	-	-	-	-	-	-	-	-
UNINEXT-H 2024.12	0.943	-	-	-	-	-	-	-	-
ASMv2-13B 2024.02	0.9424	-	-	-	-	-	-	-	-
ONE-PEACE 2024.09	0.942	-	-	-	-	-	-	-	-
ONE-PEACE 2025.12	0.942	-	-	-	-	-	-	-	-
CoT4DET-7B 2025.12	0.942	-	-	-	-	-	-	-	-
ONE-PEACE 2024.12	0.942	-	-	-	-	-	-	-	-
ONE-PEACE 2023.06	0.9418	-	-	-	-	-	-	-	-
ONE-PEACE 2023.08	0.9418	-	-	-	-	-	-	-	-
ONE-PEACE 2023.11	0.9418	-	-	-	-	-	-	-	-
ONE-PEACE 2024.03	0.9418	-	-	-	-	-	-	-	-
InternVL3.5-20B-A4B 2025.12	0.941	-	-	-	-	-	-	-	-
CogVLM 2023.12	0.9395	-	-	-	-	-	-	-	-
Emu2-Chat 2023.12	0.9388	-	-	-	-	-	-	-	-
CoS-7B 2024.07	0.9383	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2024.09	0.936	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2025.12	0.936	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2025.12	0.936	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2024.12	0.936	-	-	-	-	-	-	-	-
Qwen-VL 2024.03	0.9343	-	-	-	-	-	-	-	-
PerceptionGPT-13B 2023.11	0.932	-	-	-	-	-	-	-	-
G-DINO-L 2024.09	0.932	-	-	-	-	-	-	-	-
Grounding-DINO-L 2025.12	0.932	-	-	-	-	-	-	-	-
InternVL3-9B 2025.12	0.932	-	-	-	-	-	-	-	-
Grounding-DINO-L 2024.12	0.932	-	-	-	-	-	-	-	-
G-DINO-L 2023.06	0.9319	-	-	-	-	-	-	-	-
G-DINO-L 2023.08	0.9319	-	-	-	-	-	-	-	-
G-DINO-L 2023.11	0.9319	-	-	-	-	-	-	-	-
G-DINO-L 2024.03	0.9319	-	-	-	-	-	-	-	-
G-DINO-L 2023.12	0.9319	-	-	-	-	-	-	-	-
LION-12B 2023.11	0.9302	-	-	-	-	-	-	-	-
LION-12B 2025.01	0.9302	-	-	-	-	-	-	-	-
TextHawk2 2024.12	0.93	-	-	-	-	-	-	-	-
VILLA_LARGE 2020.06	0.9296	-	-	-	-	-	-	-	-
OFA-L 2022.06	0.9293	-	-	-	-	-	-	-	-
OFA-L 2023.02	0.9293	-	-	-	-	-	-	-	-
OFA 2023.06	0.9293	-	-	-	-	-	-	-	-
PolyFormer-L 2023.02	0.9289	-	-	-	-	-	-	-	-
SimVG 2025.01	0.928	-	-	-	-	-	-	-	-
VILLA_BASE 2020.06	0.9279	-	-	-	-	-	-	-	-
EEVG 2025.01	0.9273	-	-	-	-	-	-	-	-
UNITER_LARGE 2020.06	0.9265	-	-	-	-	-	-	-	-
FIBER-B 2022.06	0.9259	-	-	-	-	-	-	-	-
FIBER 2023.06	0.9259	-	-	-	-	-	-	-	-
SimVG-TB 2024.09	0.9253	-	-	-	-	-	-	-	-
PerceptionGPT-7B 2023.11	0.9251	-	-	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	0.925	-	-	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	0.925	-	-	-	-	-	-	-	-
MM1.5 2024.12	0.925	-	-	-	-	-	-	-	-
Ferret-13B 2023.11	0.9241	-	-	-	-	-	-	-	-
Ferret-13B 2023.11	0.9241	-	-	-	-	-	-	-	-
Ferret-13B 2024.07	0.9241	-	-	-	-	-	-	-	-
Ferret-13B 2024.02	0.9241	-	-	-	-	-	-	-	-
SimVG-DB 2024.09	0.9237	-	-	-	-	-	-	-	-
Qwen-VL-chat 2024.01	0.923	-	-	-	-	-	-	-	-
Qwen-VL 2024.09	0.923	-	-	-	-	-	-	-	-
LION-4B 2023.11	0.9229	-	-	-	-	-	-	-	-
Qwen-VL-7B-Chat 2023.08	0.9227	-	-	-	-	-	-	-	-
Qwen-VL 2024.03	0.9227	-	-	-	-	-	-	-	-
Qwen-VL 2023.12	0.9227	-	-	-	-	-	-	-	-
Qwen-VL-7B 2024.02	0.9227	-	-	-	-	-	-	-	-
UNITER_BASE 2020.06	0.9226	-	-	-	-	-	-	-	-
Qwen-VL-7B 2023.08	0.9226	-	-	-	-	-	-	-	-
Qwen-VL 2023.11	0.9226	-	-	-	-	-	-	-	-
Qwen-VL-7B 2023.12	0.9226	-	-	-	-	-	-	-	-
Qwen-VL-7B 2024.07	0.9226	-	-	-	-	-	-	-	-

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