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Referring Expression Comprehension on RefCOCO+ (testB)

86.9Accuracy

InternVL3.5-241B-A28B

Updated 18d ago

Evaluation Results

Method
InternVL3.5-241B-A28B 2025.12	86.9	-	-	-	-	-
InternVL2.5-78B 2024.12	86.9	-	-	-	-	-
WeDetect-Ref 4B 2025.12	86.8	-	-	-	-	-
Qwen2-VL-72B 2024.12	85.6	-	-	-	-	-
InternVL3.5 2026.02	84.7	-	-	-	-	-
InternVL3.5-38B 2025.12	84.7	-	-	-	-	-
CogVLM-Grounding-17B 2024.12	83.4	-	-	-	-	-
ONE-PEACE 2024.12	83.2	-	-	-	-	-
WeDetect-Ref 2B 2025.12	83.1	-	-	-	-	-
InternVL2-Llama3-76B 2024.12	82.8	-	-	-	-	-
SimVG-DB 2024.09	82.41	-	-	-	-	-
InternVL3.5-8B 2025.12	82.4	-	-	-	-	-
SimVG-TB 2024.09	82.1	-	-	-	-	-
CogVLM 2023.12	81.43	-	-	-	-	-
Ferret-v2-13B 2024.12	81.4	-	-	-	-	-
VLM-FO1 2026.02	80.6	-	-	-	-	-
ObjEmbed 2026.02	80.6	-	-	-	-	-
VLM-FO1 3B 2025.12	80.6	-	-	-	-	-
Emu2-Chat 2023.12	80.47	-	-	-	-	-
TextHawk2 2024.12	80.4	-	-	-	-	-
CoT4DET-7B 2025.12	80.1	-	-	-	-	-
VILLA_LARGE 2020.06	80	-	-	-	-	-
UNINEXT-H 2024.12	79.8	-	-	-	-	-
UNINEXT-H 2023.11	79.79	-	-	-	-	-
Supervised SOTA 2023.11	79.79	-	-	-	-	-
UNITER_LARGE 2020.06	79.75	-	-	-	-	-
SimVG-TB 2024.09	79.74	-	-	-	-	-
Qwen2-VL-7B 2025.12	79.5	-	-	-	-	-
Qwen2-VL-7B 2024.12	79.5	-	-	-	-	-
FIBER-B 2022.06	79.38	-	-	-	-	-
FIBER 2023.06	79.38	-	-	-	-	-
ChatRex 2026.02	79.3	-	-	-	-	-
ChatRex 7B 2025.12	79.3	-	-	-	-	-
VILLA_BASE 2020.06	79.22	-	-	-	-	-
OFA-L 2024.09	79.22	-	-	-	-	-
SimVG-DB 2024.09	79.12	-	-	-	-	-
UNITER_BASE 2020.06	78.89	-	-	-	-	-
InternVL2.5 2026.02	78.8	-	-	-	-	-
InternVL2.5-8B 2025.12	78.8	-	-	-	-	-
InternVL2.5-8B 2024.12	78.8	-	-	-	-	-
SimVG-DB 2024.09	78.66	-	-	-	-	-
SimVG-DB 2024.09	78.53	-	-	-	-	-
mPLUG-2 2024.09	78.17	-	-	-	-	-
Groma-7B 2025.12	78.1	-	-	-	-	-
PolyFormer 2024.09	77.97	-	-	-	-	-
MM1.5 2024.12	77.8	-	-	-	-	-
OFA-L 2022.06	77.77	-	-	-	-	-
OFA 2023.06	77.77	-	-	-	-	-
SimVG-TB 2024.09	77.5	-	-	-	-	-
Qwen-VL-7B 2023.12	77.21	-	-	-	-	-
Qwen2.5-VL 2026.02	76.9	-	-	-	-	-
Qwen2.5-VL 7B 2025.12	76.9	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	76.9	-	-	-	-	-
VLM-R1 2026.02	76.8	-	-	-	-	-
VLM-R1 3B 2025.12	76.8	-	-	-	-	-
ObjEmbed 2026.02	76.6	-	-	-	-	-
PolyFormer 2024.09	76.38	-	-	-	-	-
Octopus 2026.02	76	-	-	-	-	-
Octopus 7B 2025.12	76	-	-	-	-	-
Grounding DINO-L 2023.03	75.92	-	-	-	-	-
Grounding-DINO-L 2026.02	75.9	-	-	-	-	-
Grounding-DINO-L 2025.12	75.9	-	-	-	-	-
Grounding-DINO-L 2024.12	75.9	-	-	-	-	-
Qwen3-VL 2026.02	75.6	-	-	-	-	-
Qwen3-VL 4B 2025.12	75.6	-	-	-	-	-
VL-BERT_LARGE 2020.06	75.45	-	-	-	-	-
PerceptionGPT-13B 2023.11	75.31	-	-	-	-	-
VL-BERT_BASE 2020.06	75.01	-	-	-	-	-
Grounding DINO-T 2023.03	74.71	-	-	-	-	-
GroundingDINO 2024.09	74.71	-	-	-	-	-
G-DINO-T(c) 2024.01	74.7	-	-	-	-	-
Grounding DINO 2025.12	74.7	-	-	-	-	-
Shikra-13B 2023.11	74.41	-	-	-	-	-
Shikra-13B 2023.12	74.41	-	-	-	-	-
CLARE-L 2026.02	74.4	-	-	-	-	-
PerceptionGPT-7B 2023.11	74.21	-	-	-	-	-
Qwen2.5-VL 2026.02	74.1	-	-	-	-	-
Qwen2.5-VL 3B 2025.12	74.1	-	-	-	-	-
MM-G-T(c3) 2024.01	74	-	-	-	-	-
DQ-DETR 2023.03	73.21	-	-	-	-	-
DQ-DETR 2024.09	73.21	-	-	-	-	-
Shikra-7B 2023.11	73.2	-	-	-	-	-
GroundingGPT 2024.01	73.18	-	-	-	-	-
Ferret 2024.01	73.14	-	-	-	-	-
MDETR 2021.04	72.96	-	-	-	-	-
MDETR-B 2022.06	72.96	-	-	-	-	-
MDETR 2023.06	72.96	-	-	-	-	-
Shikra-7B 2023.12	72.12	-	-	-	-	-
Shikra 2024.01	72.12	-	-	-	-	-
Shikra-7B 2025.12	72.1	-	-	-	-	-
Shikra-7B 2024.12	72.1	-	-	-	-	-
CoLA 2026.04	71.9	-	-	-	-	-
UNICORN-B 2022.06	71.88	-	-	-	-	-
SeqTR 2024.09	71.87	-	-	-	-	-
SimVG-DB 2024.09	71.82	-	-	-	-	-
UniTAB 2024.09	71.55	-	-	-	-	-
Rex-Omni 2026.02	71.4	-	-	-	-	-
Rex-Omni 3B 2025.12	71.4	-	-	-	-	-
InternVL2-7B 2025.12	71.4	-	-	-	-	-
InternVL2-8B 2024.12	71.4	-	-	-	-	-

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