Referring Expression Grounding on RefCOCOg (test)
90AccuracyFerret-V2-13B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ferret-V2-13BModel Size Category=Larger (>13B)2024.09 | 90 | — | — | — | |
| MM1.5-30BModel Size Category=Larger (>13B)2024.09 | 90 | — | — | — | |
| Ferret-V2-7BModel Size Category=7B2024.09 | 89.3 | — | — | — | |
| MM1.5-7BModel Size Category=7B2024.09 | 87.1 | — | — | — | |
| G-DINO2025.05 | 87 | — | — | — | |
| MM1.5-3BModel Size Category=3B2024.09 | 86.4 | — | — | — | |
| MM1.5-3B-MoEModel Size Category=3B, Architecture=MoE2024.09 | 86.4 | — | — | — | |
| Qwen-VL-7BModel Size Category=7B2024.09 | 86.3 | — | — | — | |
| Ferret-13BModel Size Category=Larger (>13B)2024.09 | 86.3 | — | — | — | |
| QwenVL-7B2025.05 | 85.5 | — | — | — | |
| Argus-X3-8B2025.05 | 85.2 | — | — | — | |
| Ferret-7BModel Size Category=7B2024.09 | 84.8 | — | — | — | |
| Ferret-7B2025.05 | 84.8 | — | — | — | |
| MM1.5-1B-MoEModel Size Category=1B, Architecture=MoE2024.09 | 84.7 | — | — | — | |
| MiniGPT-7B2025.05 | 84.7 | — | — | — | |
| MiniGPT-v2-7BModel Size Category=7B2024.09 | 84.3 | — | — | — | |
| MM1.5-1BModel Size Category=1B2024.09 | 82.8 | — | — | — | |
| InternVL2-8B2025.05 | 82.7 | — | — | — | |
| Shikra-7B2025.05 | 82.2 | — | — | — | |
| MDETR2025.05 | 80.9 | — | — | — | |
| UniTAB2025.05 | 80 | — | — | — | |
| SPHINX-TinyModel Size Category=1B2024.09 | 78.9 | — | — | — | |
| InternVL2Model Size Category=3B2024.09 | 78.3 | — | — | — | |
| VILLA2025.05 | 76.7 | — | — | — | |
| Iterative ShrinkingProposal-free=true, Visual Extractor=ResNet-1012021.03 | 70.05 | 68.63 | — | — | |
| LLaVA-OneVision-7BModel Size Category=7B2024.09 | 70 | — | — | — | |
| UNITER2025.05 | 68.7 | — | — | — | |
| TransVG2025.05 | 67.7 | — | — | — | |
| OFA-L2025.05 | 67.6 | — | — | — | |
| MAttNetProposal-free=false, Visual Extractor=ResNet-1012021.03 | 67.01 | 68.33 | — | — | |
| MAttNet2025.05 | 67 | — | — | — | |
| RCCFProposal-free=true, Visual Extractor=DLA-342021.03 | 65.73 | 67.3 | — | — | |
| DGAProposal-free=false, Visual Extractor=VGG-162021.03 | 63.28 | 65.26 | — | — | |
| MCNProposal-free=true, Visual Extractor=VGG-162021.03 | 62.29 | 65.69 | — | — | |
| SLRProposal-free=false, Visual Extractor=ResNet-1012021.03 | 59.63 | 61.25 | — | — | |
| FAOAVGProposal-free=true, Visual Extractor=DarkNet-532021.03 | 57.45 | 61.79 | — | — | |
| Phi-3-Vision-4BModel Size Category=3B2024.09 | 37.6 | — | — | — | |
| LyricsShot=0-shot2023.12 | — | — | 88.26 | — | |
| LyricsShot=1-shot2023.12 | — | — | 91.39 | — | |
| LyricsShot=4-shot2023.12 | — | — | 91.36 | — | |
| Qwen-VLShot=0-shot2023.12 | — | — | 86.32 | — | |
| Qwen-VLShot=1-shot2023.12 | — | — | 87.13 | — | |
| Qwen-VLShot=4-shot2023.12 | — | — | 87.88 | — | |
| Qwen2.5-VL-3BBackbone=Qwen2.5-VL-3B2026.06 | — | — | — | 83.1 | |
| SequentialBackbone=Qwen2.5-VL-3B2026.06 | — | — | — | 84 | |
| ShikraShot=0-shot2023.12 | — | — | 83.16 | — | |
| ShikraShot=1-shot2023.12 | — | — | 84.29 | — | |
| ShikraShot=4-shot2023.12 | — | — | 85.02 | — | |
| Visual Para-Thinker (3B)Backbone=Qwen2.5-VL-3B2026.06 | — | — | — | 86.9 | |
| Visual Para-Thinker++ (3B)Backbone=Qwen2.5-VL-3B2026.06 | — | — | — | 89.8 |