Referring Description on RefCOCOg In-Domain
7.5BLEU-4LLaVA-HR + ControlMLLM++
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaVA-HR + ControlMLLM++Base Model=LLaVA-HR, Enhanced with=ControlMLLM++2026.02 | 7.5 | 16.11 | 78.42 | 24.02 | |
| LLaVA-HR + ControlMLLMBase Model=LLaVA-HR, Enhanced with=ControlMLLM2026.02 | 6.32 | 15 | 68.82 | 21.55 | |
| LLaVA-1.5 + ControlMLLM++Base Model=LLaVA-1.5, Enhanced with=ControlMLLM++2026.02 | 6.24 | 15.05 | 67.37 | 21.46 | |
| LLaVA-1.5 + ControlMLLMBase Model=LLaVA-1.5, Enhanced with=ControlMLLM2026.02 | 5.53 | 14 | 59.75 | 19.08 | |
| Qwen2.5-VL + ControlMLLM++Base Model=Qwen2.5-VL, Enhanced with=ControlMLLM++2026.02 | 5.45 | 16.53 | 59.5 | 19.95 | |
| Qwen2.5-VL + ControlMLLMBase Model=Qwen2.5-VL, Enhanced with=ControlMLLM2026.02 | 5.33 | 16.91 | 58.2 | 20.12 | |
| LLaVA-HRBase Model=LLaVA-HR2026.02 | 5.28 | 13.45 | 56.29 | 18.55 | |
| Qwen2.5-VLBase Model=Qwen2.5-VL2026.02 | 5.22 | 16.86 | 56.78 | 20.18 | |
| LLaVA-1.5Base Model=LLaVA-1.52026.02 | 5.02 | 13.15 | 55.61 | 17.61 |