Our new X account is live! Follow @wizwand_team for updates

Referring Expression Comprehension on RefCOCO+ (testA)

91.81Accuracy

CogVLM

Updated 2d ago

Evaluation Results

Method
CogVLM 2023.12	91.81	-	-	-	-	-	-	-
CoT4DET-7B 2025.12	91.8	-	-	-	-	-	-	-
SimVG-DB 2024.09	91.64	-	-	-	-	-	-	-
Emu2-Chat 2023.12	91.43	-	-	-	-	-	-	-
SimVG-TB 2024.09	91.02	-	-	-	-	-	-	-
C³VG 2025.01	90.69	-	-	-	-	-	-	-
Qwen2-VL-7B 2025.12	90.5	-	-	-	-	-	-	-
mPLUG-2 2024.09	90.17	-	-	-	-	-	-	-
FIBER-B 2022.06	90.13	-	-	-	-	-	-	-
FIBER 2023.06	90.13	-	-	-	-	-	-	-
OFA-L 2022.06	90.1	-	-	-	-	-	-	-
OFA 2023.06	90.1	-	-	-	-	-	-	-
OFA-L 2024.09	89.87	-	-	-	-	-	-	-
PolyFormer 2024.09	89.77	-	-	-	-	-	-	-
UNINEXT-H 2023.11	89.63	-	-	-	-	-	-	-
Supervised SOTA 2023.11	89.63	-	-	-	-	-	-	-
SimVG-TB 2024.09	89.61	-	-	-	-	-	-	-
LION-12B 2025.01	89.22	-	-	-	-	-	-	-
PerceptionGPT-13B 2023.11	89.19	-	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	89.1	-	-	-	-	-	-	-
Grounding DINO-L 2023.03	88.95	-	-	-	-	-	-	-
Groma-7B 2025.12	88.9	-	-	-	-	-	-	-
SimVG-DB 2024.09	88.85	-	-	-	-	-	-	-
PerceptionGPT-7B 2023.11	88.6	-	-	-	-	-	-	-
PolyFormer 2024.09	88.6	-	-	-	-	-	-	-
PolyFormer 2025.01	88.6	-	-	-	-	-	-	-
SimVG-DB 2024.09	88.58	-	-	-	-	-	-	-
SimVG-DB 2024.09	88.5	-	-	-	-	-	-	-
Qwen-VL-7B 2023.12	88.25	-	-	-	-	-	-	-
SimVG-TB 2024.09	88.05	-	-	-	-	-	-	-
SimVG 2025.01	88.05	-	-	-	-	-	-	-
InternVL2-7B 2025.12	87.9	-	-	-	-	-	-	-
EEVG 2025.01	87.8	-	-	-	-	-	-	-
Shikra-13B 2023.11	87.79	-	-	-	-	-	-	-
Shikra-13B 2023.12	87.79	-	-	-	-	-	-	-
MM-G-T(c3) 2024.01	87.5	-	-	-	-	-	-	-
G-DINO-T(c) 2024.01	87.4	-	-	-	-	-	-	-
Grounding DINO-T 2023.03	87.4	-	-	-	-	-	-	-
GroundingDINO 2024.09	87.4	-	-	-	-	-	-	-
GroundingDINO 2025.01	87.4	-	-	-	-	-	-	-
Grounding DINO 2025.12	87.4	-	-	-	-	-	-	-
Shikra-7B 2025.12	87.4	-	-	-	-	-	-	-
Ferret 2025.01	87.38	-	-	-	-	-	-	-
Ferret 2024.01	87.38	-	-	-	-	-	-	-
Shikra-7B 2023.12	87.36	-	-	-	-	-	-	-
Upper Bound 2024.06	87.36	-	-	-	-	-	-	-
Shikra 2024.01	87.36	-	-	-	-	-	-	-
Shikra-7B 2023.11	87.25	-	-	-	-	-	-	-
GroundingGPT 2024.01	87.18	-	-	-	-	-	-	-
VILLA_BASE 2020.06	86.95	-	-	-	-	-	-	-
Aligned VLP 2022.03	86.6	-	-	-	-	-	-	-
UNITER_LARGE 2020.06	86.34	-	-	-	-	-	-	-
VILLA_LARGE 2020.06	86.22	-	-	-	-	-	-	-
UNITER_BASE 2020.06	86.19	-	-	-	-	-	-	-
DQ-DETR 2023.03	86.15	-	-	-	-	-	-	-
DQ-DETR 2024.09	86.15	-	-	-	-	-	-	-
MDETR 2021.04	85.52	-	-	-	-	-	-	-
MDETR-B 2022.06	85.52	-	-	-	-	-	-	-
MDETR 2023.06	85.52	-	-	-	-	-	-	-
μ-VLACC 2022.03	85.5	-	-	-	-	-	-	-
UniTAB 2024.09	85.36	-	-	-	-	-	-	-
VoCo-LLaMA 2024.06	85.13	-	-	-	-	-	-	-
UNICORN-B 2022.06	85.05	-	-	-	-	-	-	-
μ-VLABC 2022.03	85	-	-	-	-	-	-	-
SeqTR 2024.09	84.51	-	-	-	-	-	-	-
NExT-Chat 2024.01	84.5	-	-	-	-	-	-	-
MDETR 2021.04	84.09	-	-	-	-	-	-	-
MDETR 2023.03	84.09	-	-	-	-	-	-	-
MDETR 2024.09	84.09	-	-	-	-	-	-	-
MDETR 2025.01	84.09	-	-	-	-	-	-	-
MDETR 2024.01	84.09	-	-	-	-	-	-	-
SimVG-TB 2024.09	83.64	-	-	-	-	-	-	-
VL-BERT_LARGE 2020.06	83.62	-	-	-	-	-	-	-
U-VisualBERT 2022.03	83.6	-	-	-	-	-	-	-
SimVG-DB 2024.09	83.36	-	-	-	-	-	-	-
UniTAB 2024.01	83.22	-	-	-	-	-	-	-
VoCo-LLaMA 2024.06	83.02	-	-	-	-	-	-	-
VL-BERT_BASE 2020.06	82.4	-	-	-	-	-	-	-
ERNIE-ViL_L 2021.06	82.37	-	-	-	-	-	-	-
Referring Transformer 2021.06	82.26	-	-	-	-	-	-	-
RefTR 2023.03	82.26	-	-	-	-	-	-	-
RefTR 2024.09	82.26	-	-	-	-	-	-	-
ERNIE-ViL_L 2021.04	82.07	-	-	-	-	-	-	-
Dyn.MDETR 2024.09	81.7	-	-	-	-	-	-	-
Dyn. MDETR 2025.01	81.7	-	-	-	-	-	-	-
VILLA_BASE 2020.06	81.65	-	-	-	-	-	-	-
VILLA_LARGE 2020.06	81.54	-	-	-	-	-	-	-
VILLA_L 2021.06	81.54	-	-	-	-	-	-	-
VILLA_L 2021.04	81.54	-	-	-	-	-	-	-
VILLA-L 2022.06	81.54	-	-	-	-	-	-	-
VILLA_L 2023.03	81.54	-	-	-	-	-	-	-
VILLA_L 2024.09	81.54	-	-	-	-	-	-	-
UNITER_LARGE 2020.06	81.45	-	-	-	-	-	-	-
UNTIER_L 2021.06	81.45	-	-	-	-	-	-	-
UNITER_L 2021.04	81.45	-	-	-	-	-	-	-
UNITER-L 2022.06	81.45	-	-	-	-	-	-	-
UNITER 2023.06	81.45	-	-	-	-	-	-	-
UNITER_L 2024.09	81.45	-	-	-	-	-	-	-
UNITER 2024.01	81.45	-	-	-	-	-	-	-
Referring Transformer 2021.06	81.35	-	-	-	-	-	-	-

Showing 100 of 385 rows