Referring Expression Comprehension on RefCOCO, RefCOCO+, and RefCOCOg Average
92.3Average AccuracyInternVL2.5-78B
Evaluation Results
| Method | Links | |
|---|---|---|
| InternVL2.5-78BParameters=78B2024.12 | 92.3 | |
| Qwen2-VL-72BParameters=72B2024.12 | 91.1 | |
| CogVLM-Grounding-17BParameters=17B2024.12 | 90.3 | |
| CogVLM-17BModel Size=17B2024.07 | 90.25 | |
| InternVL2-Llama3-76BBackbone=Llama3, Parameters=76B2024.12 | 90 | |
| ONE-PEACE2024.12 | 89.8 | |
| Ferret-v2-13BParameters=13B2024.12 | 89.6 | |
| UNINEXT-HBackbone=Huge2024.12 | 88.9 | |
| TextHawk22024.12 | 88.2 | |
| Qwen2-VL-7BParameters=7B2024.12 | 87.9 | |
| CoS-7BModel Size=7B, Fine-tuning protocol=LoRA2024.07 | 87.68 | |
| InternVL2.5-8BParameters=8B2024.12 | 87.6 | |
| UNINEXT-LModel type=Specialist2024.04 | 86.95 | |
| G-DINOModel type=Specialist2024.04 | 86.6 | |
| Grounding-DINO-LBackbone=Large2024.12 | 86.6 | |
| GromaModel type=Generalist2024.04 | 86.52 | |
| Qwen-VLModel type=Generalist, Visual Tokenizer=1.9B ViT-bigG2024.04 | 85.83 | |
| Qwen-VL-7BModel Size=7B2024.07 | 85.83 | |
| Ferret-13BModel Size=13B2024.07 | 85.57 | |
| Griffon v22024.07 | 85.42 | |
| MiniGPT-v2Model type=Generalist2024.04 | 84.29 | |
| MiniGPTv2Fine-tuning protocol=LoRA2024.07 | 84.29 | |
| Shikra-13BModel Size=13B2024.07 | 83.95 | |
| FerretModel type=Generalist2024.04 | 83.91 | |
| Ferret-7BModel Size=7B2024.07 | 83.91 | |
| CoLAUpdate Ratio=17.2%2026.04 | 83.4 | |
| ShikraModel type=Generalist2024.04 | 82.93 | |
| Shikra-7BModel Size=7B2024.07 | 82.93 | |
| Shikra-7BParameters=7B2024.12 | 82.9 | |
| InternVL2-8BParameters=8B2024.12 | 82.9 | |
| MDETRModel type=Specialist2024.04 | 81.81 | |
| MDETR2024.07 | 81.81 | |
| SwimVGUpdate Ratio=2.04%2026.04 | 81.8 | |
| EEVGUpdate Ratio=100%2026.04 | 81.7 | |
| HiVGUpdate Ratio=20.1%2026.04 | 80.9 | |
| VG-LAWUpdate Ratio=100%2026.04 | 79.7 | |
| TransVG++Update Ratio=100%2026.04 | 78.8 | |
| MaPPERUpdate Ratio=6.2%2026.04 | 78.7 | |
| QRNetUpdate Ratio=100%2026.04 | 76.3 | |
| UNITER2024.07 | 76.17 | |
| OFAModel type=Generalist2024.04 | 72.65 | |
| OFA-LModel Size=Large2024.07 | 72.65 | |
| TransVGUpdate Ratio=100%2026.04 | 71.4 | |
| MAttNet2024.07 | 68.87 |