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Referring Expression Comprehension on RefCOCO (testB)

91.46Accuracy

UNINEXT-H

Updated 4d ago

Evaluation Results

Method
UNINEXT-H 2023.11	91.46	-	-	-	-	-	-
UNINEXT-H 2024.03	91.46	-	-	-	-	-	-
Supervised SOTA 2023.11	91.46	-	-	-	-	-	-
BARE-L 2026.01	90.78	-	-	-	-	-	-
ONE-PEACE 2024.03	89.26	-	-	-	-	-	-
CogVLM 2023.12	88.73	-	-	-	-	-	-
C³VG 2025.01	88.71	-	-	-	-	-	-
G-DINO-L 2024.03	88.24	-	-	-	-	-	-
Grounding DINO-L 2023.03	88.24	-	-	-	-	-	-
GETok-SFT 2025.12	88.2	-	87.2	-	-	-	-
CoT4DET-7B 2025.12	88.1	-	-	-	-	-	-
GETok-SFT-grid 2025.12	87.8	-	86.9	-	-	-	-
EEVG 2025.01	87.72	-	-	-	-	-	-
SimVG-TB 2024.09	87.68	-	-	-	-	-	-
SimVG-L 2026.01	87.68	-	-	-	-	-	-
Qwen2-VL-7B 2025.12	87.3	-	-	-	-	-	-
FIBER-B 2022.06	87.26	-	-	-	-	-	-
FIBER 2023.06	87.26	-	-	-	-	-	-
PolyFormer-L 2023.02	87.16	-	-	-	-	-	-
SimVG-DB 2024.09	87.07	-	-	-	-	-	-
SimVG 2025.01	87.04	-	-	-	-	-	-
UNINEXT-L 2025.12	87	-	88.9	-	-	-	-
CoLA 2026.04	86.9	-	-	-	-	-	-
ClawMachineX 2025.12	86.8	-	86.9	-	-	-	-
MM-G-T(c3) 2024.01	86.6	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	86.6	-	85.4	-	-	-	-
Groma 2025.12	86.5	-	86.3	-	-	-	-
Groma-7B 2025.12	86.3	-	-	-	-	-	-
PolyFormer-B 2023.02	86.03	-	-	-	-	-	-
PolyFormer 2025.01	86.03	-	-	-	-	-	-
G-DINO-T(c) 2024.01	86	-	-	-	-	-	-
Grounding DINO 2025.12	86	-	-	-	-	-	-
Grounding DINO-T 2023.03	85.99	-	-	-	-	-	-
GroundingDINO 2025.01	85.99	-	-	-	-	-	-
Emu2-Chat 2023.12	85.97	-	-	-	-	-	-
PerceptionGPT-13B 2023.11	85.96	-	-	-	-	-	-
Qwen-VL 2024.03	85.72	-	-	-	-	-	-
Vary-toy 2024.01	85.7	-	-	-	-	-	-
LION-12B 2025.01	85.57	-	-	-	-	-	-
EEVG 2026.04	85.5	-	-	-	-	-	-
Qwen2.5-VL-7B 2025.12	85.4	-	-	-	-	-	-
Qwen-VL-7B 2023.12	85.34	-	-	-	-	-	-
OFA-L 2022.06	85.26	-	-	-	-	-	-
OFA-L 2023.02	85.26	-	-	-	-	-	-
OFA 2023.06	85.26	-	-	-	-	-	-
SwimVG 2026.04	84.9	-	-	-	-	-	-
Qwen-VL 2024.03	84.62	-	-	-	-	-	-
PerceptionGPT-7B 2023.11	84.6	-	-	-	-	-	-
Qwen-VL-chat 2024.01	84.5	-	-	-	-	-	-
Qwen-VL 2024.03	84.3	-	-	-	-	-	-
SimVG-DB 2024.09	84.04	-	-	-	-	-	-
Ferret 2025.12	83.9	-	82.5	-	-	-	-
UniTAB 2023.02	83.75	-	-	-	-	-	-
SeqTR 2023.02	83.59	-	-	-	-	-	-
SimVG-TB 2024.09	83.57	-	-	-	-	-	-
DQ-DETR 2023.03	83.51	-	-	-	-	-	-
OFA-B 2023.02	83.3	-	-	-	-	-	-
HiVG 2026.04	83.3	-	-	-	-	-	-
VG-LAW 2026.04	83.2	-	-	-	-	-	-
UNICORN-B 2022.06	83.06	-	-	-	-	-	-
VisonLLM 2025.12	82.9	-	80.2	-	-	-	-
Shikra 2025.12	82.9	-	80.2	-	-	-	-
MDETR 2021.04	82.67	-	-	-	-	-	-
MDETR-B 2022.06	82.67	-	-	-	-	-	-
MDETR 2023.02	82.67	-	-	-	-	-	-
MDETR 2023.06	82.67	-	-	-	-	-	-
GroundingGPT 2024.01	82.47	-	-	-	-	-	-
Ferret 2025.01	82.45	-	-	-	-	-	-
Ferret 2024.01	82.45	-	-	-	-	-	-
MiniGPT-v2 2024.03	82.33	-	-	-	-	-	-
QRNet 2026.04	82.3	-	-	-	-	-	-
Shikra-13B 2023.11	81.81	-	-	-	-	-	-
Shikra-13B 2023.12	81.81	-	-	-	-	-	-
Shikra-13B 2024.01	81.7	-	-	-	-	-	-
MDETR 2021.04	81.41	-	-	-	-	-	-
MDETR 2023.03	81.41	-	-	-	-	-	-
MDETR 2025.01	81.41	-	-	-	-	-	-
MDETR 2024.01	81.41	-	-	-	-	-	-
SeqTR 2023.11	81.24	-	-	-	-	-	-
SeqTR 2024.09	81.24	-	-	-	-	-	-
MaPPER 2026.04	81.2	-	-	-	-	-	-
RefTr 2023.02	81.16	-	-	-	-	-	-
RefTR 2023.03	81.16	-	-	-	-	-	-
MiniGPT-v2 2024.03	81.08	-	-	-	-	-	-
TransVG++ 2026.04	81	-	-	-	-	-	-
TransVG++ 2025.01	80.97	-	-	-	-	-	-
InternVL2-7B 2025.12	80.7	-	-	-	-	-	-
UniTAB 2024.01	80.61	-	-	-	-	-	-
UniTAB 2024.01	80.6	-	-	-	-	-	-
Shikra-7B 2023.11	80.24	-	-	-	-	-	-
Shikra-7B 2024.03	80.24	-	-	-	-	-	-
Shikra-7B 2023.12	80.24	-	-	-	-	-	-
Upper Bound 2024.06	80.24	-	-	-	-	-	-
Shikra 2024.01	80.24	-	-	-	-	-	-
MiniGPT-v2 2024.03	80.22	-	-	-	-	-	-
Shikra-7B 2024.01	80.2	-	-	-	-	-	-
Shikra-7B 2025.12	80.2	-	-	-	-	-	-
Dyn.MDETR 2024.09	80.12	-	-	-	-	-	-
Dyn. MDETR 2025.01	80.12	-	-	-	-	-	-
TransCP 2024.09	79.78	-	-	-	-	-	-

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