Referring Description on Screenshot Out-of-Domain
9.05BLEU-4Qwen2.5-VL + ControlMLLM++
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen2.5-VL + ControlMLLM++Base Model=Qwen2.5-VL, Enhanced with=ControlMLLM++2026.02 | 9.05 | 16.04 | 141.36 | 25.08 | |
| Qwen2.5-VL + ControlMLLMBase Model=Qwen2.5-VL, Enhanced with=ControlMLLM2026.02 | 4.26 | 9.91 | 86.35 | 15.27 | |
| Qwen2.5-VLBase Model=Qwen2.5-VL2026.02 | 1.09 | 4.56 | 34.32 | 7.15 | |
| LLaVA-HR + ControlMLLM++Base Model=LLaVA-HR, Enhanced with=ControlMLLM++2026.02 | 0.98 | 9.18 | 66.96 | 13.83 | |
| LLaVA-HR + ControlMLLMBase Model=LLaVA-HR, Enhanced with=ControlMLLM2026.02 | 0.64 | 6.79 | 37.1 | 8.54 | |
| LLaVA-1.5 + ControlMLLM++Base Model=LLaVA-1.5, Enhanced with=ControlMLLM++2026.02 | 0.57 | 6.53 | 40.01 | 9.14 | |
| LLaVA-1.5 + ControlMLLMBase Model=LLaVA-1.5, Enhanced with=ControlMLLM2026.02 | 0.45 | 5.08 | 19.74 | 5.81 | |
| LLaVA-1.5Base Model=LLaVA-1.52026.02 | 0.32 | 3.96 | 9.8 | 3.58 | |
| LLaVA-HRBase Model=LLaVA-HR2026.02 | 0.29 | 4.27 | 10.88 | 4.59 |