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Referring Expression Comprehension on RefCOCO (val)

93.7Accuracy

InternVL2.5-78B

Updated 3d ago

Evaluation Results

Method
InternVL2.5-78B 2024.12	93.7	-	-	-	-	-
Qwen2-VL-72B 2024.09	93.2	-	-	-	-	-
Qwen2-VL-72B 2024.12	93.2	-	-	-	-	-
CogVLM 2024.09	92.8	-	-	-	-	-
CogVLM-Grounding-17B 2024.12	92.8	-	-	-	-	-
CogVLM-Grounding 2023.11	92.76	-	-	-	-	-
CogVLM-17B 2024.07	92.76	-	-	-	-	-
UNINEXT-H 2023.06	92.64	-	-	-	-	-
UNINEXT-H 2023.08	92.64	-	-	-	-	-
UNINEXT 2023.10	92.64	-	-	-	-	-
UNINEXT-H 2023.11	92.64	-	-	-	-	-
UNINEXT-H 2023.11	92.64	-	-	-	-	-
UNINEXT-H 2024.03	92.64	-	-	-	-	-
UNINEXT-H 2023.12	92.64	-	-	-	-	-
Supervised SOTA 2023.11	92.64	-	-	-	-	-
Ferret-v2 2024.09	92.6	-	-	-	-	-
UNINEXT-H 2024.09	92.6	-	-	-	-	-
ONE-PEACE 2024.09	92.6	-	-	-	-	-
UNINEXT-H 2025.12	92.6	-	-	-	-	-
ONE-PEACE 2025.12	92.6	-	-	-	-	-
Ferret-v2-13B 2025.12	92.6	-	-	-	-	-
UNINEXT-H 2024.12	92.6	-	-	-	-	-
ONE-PEACE 2024.12	92.6	-	-	-	-	-
Ferret-v2-13B 2024.12	92.6	-	-	-	-	-
VILLA_LARGE 2020.06	92.58	-	-	-	-	-
ONE-PEACE 2023.06	92.58	-	-	-	-	-
ONE-PEACE 2023.08	92.58	-	-	-	-	-
ONE-PEACE 2023.11	92.58	-	-	-	-	-
ONE-PEACE 2024.03	92.58	-	-	-	-	-
CogVLM 2023.12	92.51	-	-	-	-	-
C³VG 2025.01	92.51	-	-	-	-	-
InternVL3-8B 2025.12	92.5	-	-	-	-	-
InternVL3.5-8B 2025.12	92.4	-	-	-	-	-
VGent 2025.12	92.4	-	-	-	-	-
InternVL2-26B 2024.09	92.2	-	-	-	-	-
InternVL2-Llama3-76B 2024.12	92.2	-	-	-	-	-
InternVL3-14B 2025.12	92	-	-	-	-	-
VILLA_BASE 2020.06	91.93	-	-	-	-	-
InternVL3.5-20B-A4B 2025.12	91.9	-	-	-	-	-
TextHawk2 2024.12	91.9	-	-	-	-	-
UNITER_LARGE 2020.06	91.84	-	-	-	-	-
InternVL3-9B 2025.12	91.8	-	-	-	-	-
Qwen2-VL-7B 2024.09	91.7	-	-	-	-	-
Qwen2-VL-7B 2025.12	91.7	-	-	-	-	-
Qwen2-VL-7B 2025.12	91.7	-	-	-	-	-
Qwen2-VL-7B 2024.12	91.7	-	-	-	-	-
UNITER_BASE 2020.06	91.64	-	-	-	-	-
CoT4DET-7B 2025.12	91.6	-	-	-	-	-
CoS-7B 2024.07	90.72	-	-	-	-	-
Lyrics 2023.12	90.69	-	-	-	-	-
FIBER-B 2022.06	90.68	-	-	-	-	-
FIBER 2023.06	90.68	-	-	-	-	-
SimVG-TB 2024.09	90.61	-	-	-	-	-
G-DINO-L 2024.09	90.6	-	-	-	-	-
Grounding-DINO-L 2025.12	90.6	-	-	-	-	-
Grounding-DINO-L 2024.12	90.6	-	-	-	-	-
SimVG 2025.01	90.59	-	-	-	-	-
G-DINO-L 2023.06	90.56	-	-	-	-	-
G-DINO-L 2023.08	90.56	-	-	-	-	-
G-DINO-L 2023.10	90.56	-	-	-	-	-
G-DINO-L 2023.11	90.56	-	-	-	-	-
G-DINO-L 2024.03	90.56	-	-	-	-	-
G-DINO-L 2023.12	90.56	-	-	-	-	-
ASMv2-13B 2024.02	90.56	-	-	-	-	-
SimVG-DB 2024.09	90.51	-	-	-	-	-
EEVG 2025.01	90.47	-	-	-	-	-
Emu2-Chat 2023.12	90.4	-	-	-	-	-
PolyFormer-L 2023.02	90.38	-	-	-	-	-
InternVL3.5-38B 2025.12	90.3	-	-	-	-	-
GETok-R1 2025.12	90.3	-	90.9	-	-	-
InternVL2.5-8B 2024.12	90.3	-	-	-	-	-
OFA-L 2022.06	90.05	-	-	-	-	-
OFA-L 2023.02	90.05	-	-	-	-	-
OFA 2023.06	90.05	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	90	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	90	-	-	-	-	-
LION-12B 2023.11	89.8	-	-	-	-	-
LION-12B 2025.01	89.8	-	-	-	-	-
PolyFormer-B 2023.02	89.73	-	-	-	-	-
LION-4B 2023.11	89.73	-	-	-	-	-
PolyFormer 2025.01	89.73	-	-	-	-	-
Qwen-VL 2024.03	89.61	-	-	-	-	-
Griffon v2 2024.07	89.6	-	-	-	-	-
GETok-R1-grid 2025.12	89.6	-	90.2	-	-	-
MM-G-T(c3) 2024.01	89.5	-	-	-	-	-
Groma-7B 2025.12	89.5	-	-	-	-	-
Ferret-13B 2023.11	89.48	-	-	-	-	-
Ferret-13B 2023.11	89.48	-	-	-	-	-
Ferret-13B 2024.07	89.48	-	-	-	-	-
Ferret-13B 2024.02	89.48	-	-	-	-	-
Qwen-VL 2024.09	89.4	-	-	-	-	-
Qwen-VL-7B 2023.08	89.36	-	-	-	-	-
Qwen-VL 2023.11	89.36	-	-	-	-	-
Qwen-VL-7B 2023.12	89.36	-	-	-	-	-
Qwen-VL-7B 2024.07	89.36	-	-	-	-	-
G-DINO-T(c) 2024.01	89.2	-	-	-	-	-
Grounding DINO 2025.12	89.2	-	-	-	-	-
GroundingDINO 2025.01	89.19	-	-	-	-	-
PerceptionGPT-13B 2023.11	89.17	-	-	-	-	-
Elysium (7B) 2024.03	89.07	-	-	-	-	-

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