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Referring Expression Comprehension on RefCOCO+ (val)

90.4Accuracy

InternVL2.5-78B

Updated 2d ago

Evaluation Results

Method
InternVL2.5-78B 2024.12	90.4	-	-	-	-	-	-	-	-
Qwen2-VL-72B 2024.09	90.1	-	-	-	-	-	-	-	-
Qwen2-VL-72B 2024.12	90.1	-	-	-	-	-	-	-	-
ChatRex 2026.02	89.8	-	-	-	-	-	-	-	-
InternVL2-26B 2024.09	88.8	-	-	-	-	-	-	-	-
ONE-PEACE 2024.09	88.8	-	-	-	-	-	-	-	-
ONE-PEACE 2025.12	88.8	-	-	-	-	-	-	-	-
ONE-PEACE 2024.12	88.8	-	-	-	-	-	-	-	-
InternVL2-Llama3-76B 2024.12	88.8	-	-	-	-	-	-	-	-
ONE-PEACE 2023.06	88.77	-	-	-	-	-	-	-	-
ONE-PEACE 2023.08	88.77	-	-	-	-	-	-	-	-
ONE-PEACE 2023.11	88.77	-	-	-	-	-	-	-	-
CogVLM 2024.09	88.7	-	-	-	-	-	-	-	-
CogVLM-Grounding-17B 2024.12	88.7	-	-	-	-	-	-	-	-
CogVLM-Grounding 2023.11	88.68	-	-	-	-	-	-	-	-
CogVLM-17B 2024.07	88.68	-	-	-	-	-	-	-	-
BARE-L 2026.01	88.36	-	-	-	-	-	-	-	-
InternVL3-8B 2025.12	88.2	-	-	-	-	-	-	-	-
VGent 2025.12	88.1	-	-	-	-	-	-	-	-
InternVL3.5-8B 2025.12	87.9	-	-	-	-	-	-	-	-
InternVL3.5-20B-A4B 2025.12	87.6	-	-	-	-	-	-	-	-
CogVLM 2023.12	87.52	-	-	-	-	-	-	-	-
InternVL3.5 2026.02	87.5	-	-	-	-	-	-	-	-
InternVL3.5-38B 2025.12	87.5	-	-	-	-	-	-	-	-
C³VG 2025.01	87.44	-	-	-	-	-	-	-	-
Ferret-v2 2024.09	87.4	-	-	-	-	-	-	-	-
Ferret-v2-13B 2025.12	87.4	-	-	-	-	-	-	-	-
InternVL3-14B 2025.12	87.4	-	-	-	-	-	-	-	-
Ferret-v2-13B 2024.12	87.4	-	-	-	-	-	-	-	-
Emu2-Chat 2023.12	87.05	-	-	-	-	-	-	-	-
CoT4DET-7B 2025.12	86.5	-	-	-	-	-	-	-	-
VLM-FO1 2026.02	86.4	-	-	-	-	-	-	-	-
InternVL3-9B 2025.12	86.4	-	-	-	-	-	-	-	-
TextHawk2 2024.12	86.2	-	-	-	-	-	-	-	-
ObjEmbed 2026.02	86.1	-	-	-	-	-	-	-	-
CoS-7B 2024.07	86.03	-	-	-	-	-	-	-	-
OFA-L 2023.02	85.8	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2024.09	85.8	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2025.12	85.8	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2025.12	85.8	-	-	-	-	-	-	-	-
Qwen2-VL-7B 2024.12	85.8	-	-	-	-	-	-	-	-
FIBER-B 2022.06	85.74	-	-	-	-	-	-	-	-
FIBER 2023.06	85.74	-	-	-	-	-	-	-	-
SimVG-TB 2024.09	85.36	-	-	-	-	-	-	-	-
UNINEXT-H 2023.06	85.24	-	-	-	-	-	-	-	-
UNINEXT-H 2023.08	85.24	-	-	-	-	-	-	-	-
UNINEXT 2023.10	85.24	-	-	-	-	-	-	-	-
UNINEXT-H 2023.11	85.24	-	-	-	-	-	-	-	-
UNINEXT-H 2023.11	85.24	-	-	-	-	-	-	-	-
UNINEXT-H 2023.12	85.24	-	-	-	-	-	-	-	-
Supervised SOTA 2023.11	85.24	-	-	-	-	-	-	-	-
UNINEXT-H 2024.09	85.2	-	-	-	-	-	-	-	-
InternVL2.5 2026.02	85.2	-	-	-	-	-	-	-	-
UNINEXT-H 2025.12	85.2	-	-	-	-	-	-	-	-
UNINEXT-H 2024.12	85.2	-	-	-	-	-	-	-	-
InternVL2.5-8B 2024.12	85.2	-	-	-	-	-	-	-	-
PolyFormer-L 2023.02	84.98	-	-	-	-	-	-	-	-
SimVG-DB 2024.09	84.88	-	-	-	-	-	-	-	-
ASMv2-13B 2024.02	84.81	-	-	-	-	-	-	-	-
OFA-L 2022.06	84.49	-	-	-	-	-	-	-	-
OFA 2023.06	84.49	-	-	-	-	-	-	-	-
VILLA_LARGE 2020.06	84.4	-	-	-	-	-	-	-	-
VILLA_BASE 2020.06	84.26	-	-	-	-	-	-	-	-
UNITER_LARGE 2020.06	84.25	-	-	-	-	-	-	-	-
Qwen2.5-VL 2026.02	84.2	-	-	-	-	-	-	-	-
VLM-R1 2026.02	84.2	-	-	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	84.2	-	-	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	84.2	-	-	-	-	-	-	-	-
LION-12B 2023.11	83.95	-	-	-	-	-	-	-	-
LION-12B 2025.01	83.95	-	-	-	-	-	-	-	-
Groma-7B 2025.12	83.9	-	-	-	-	-	-	-	-
PolyFormer-B 2023.02	83.73	-	-	-	-	-	-	-	-
PolyFormer 2025.01	83.73	-	-	-	-	-	-	-	-
PerceptionGPT-13B 2023.11	83.72	-	-	-	-	-	-	-	-
UNITER_BASE 2020.06	83.66	-	-	-	-	-	-	-	-
LION-4B 2023.11	83.6	-	-	-	-	-	-	-	-
Octopus 2026.02	83.6	-	-	-	-	-	-	-	-
SimVG 2025.01	83.54	-	-	-	-	-	-	-	-
ObjEmbed 2026.02	83.4	-	-	-	-	-	-	-	-
BARE-B 2026.01	83.14	-	-	-	-	-	-	-	-
Qwen-VL-7B 2023.08	83.12	-	-	-	-	-	-	-	-
Qwen-VL 2023.11	83.12	-	-	-	-	-	-	-	-
Qwen-VL-7B 2023.12	83.12	-	-	-	-	-	-	-	-
Qwen-VL-7B 2024.07	83.12	-	-	-	-	-	-	-	-
Qwen-VL 2024.09	83.1	-	-	-	-	-	-	-	-
Qwen3-VL 2026.02	82.9	-	-	-	-	-	-	-	-
Shikra-13B 2023.06	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2023.08	82.89	-	-	-	-	-	-	-	-
Shikra (13B) 2023.10	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2023.11	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2023.11	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2023.11	82.89	-	-	-	-	-	-	-	-
Shikra (13B) 2024.03	82.89	-	-	-	-	-	-	-	-
Shikra 2023.12	82.89	-	-	-	-	-	-	-	-
Lyrics 2023.12	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2023.12	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2024.07	82.89	-	-	-	-	-	-	-	-
Shikra-13B 2024.02	82.89	-	-	-	-	-	-	-	-
Elysium (7B) 2024.03	82.86	-	-	-	-	-	-	-	-
Qwen-VL-7B-Chat 2023.08	82.82	-	-	-	-	-	-	-	-

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