Open-ended Generation (CHAIR Metric) on MSCOCO (Subset)
41CS (Content Score)GACD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GACDBase Model=LLaVA-v1.52025.09 | 41 | 10.9 | 77.3 | 85 | |
| M3IDBase Model=LLaVA-v1.52025.09 | 44.5 | 12.1 | 77 | 85.1 | |
| VCDBase Model=LLaVA-v1.52025.09 | 44.8 | 12.8 | 76.8 | 89.8 | |
| GACDBase Model=mPLUG-Owl22025.09 | 45 | 12.4 | 74.9 | 83.5 | |
| AVISCBase Model=LLaVA-v1.52025.09 | 46.4 | 13.4 | 76.3 | 90.5 | |
| GACDBase Model=InstructBLIP2025.09 | 47.4 | 13.4 | 72.3 | 93.9 | |
| BaselineBase Model=LLaVA-v1.52025.09 | 48.8 | 13.4 | 78.6 | 99.8 | |
| M3IDBase Model=mPLUG-Owl22025.09 | 52.4 | 15.8 | 72.7 | 92.6 | |
| VCDBase Model=mPLUG-Owl22025.09 | 52.7 | 16.1 | 73.2 | 93.6 | |
| M3IDBase Model=InstructBLIP2025.09 | 57.3 | 16.1 | 72.5 | 100.1 | |
| BaselineBase Model=InstructBLIP2025.09 | 57.8 | 16.5 | 73.6 | 101.3 | |
| AVISCBase Model=mPLUG-Owl22025.09 | 58.3 | 17.5 | 75.6 | 99.5 | |
| AVISCBase Model=InstructBLIP2025.09 | 58.9 | 17.8 | 70.6 | 99.6 | |
| BaselineBase Model=mPLUG-Owl22025.09 | 59.2 | 17.6 | 75.8 | 105.3 | |
| VCDBase Model=InstructBLIP2025.09 | 63.4 | 19.6 | 71.2 | 95.5 |