Component Analysis Using the CHAIR Metric on MSCOCO 2014 (val)
41CSLLaVA v1.5 + VA + CR + ES (GACD)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaVA v1.5 + VA + CR + ES (GACD)VA=true, CR=true, ES=true2025.09 | 41 | 10.9 | 77.3 | 85 | |
| mPLUG-Owl2 + VA + CR + ES (GACD)VA=true, CR=true, ES=true2025.09 | 45 | 12.4 | 74.9 | 83.5 | |
| LLaVA v1.5 + VA + CRVA=true, CR=true, ES=false2025.09 | 46.2 | 11.3 | 79.4 | 95.5 | |
| LLaVA v1.5 + VAVA=true, CR=false, ES=false2025.09 | 46.4 | 11.6 | 79 | 95.6 | |
| InstructBLIP + VA + CR + ES (GACD)VA=true, CR=true, ES=true2025.09 | 47.4 | 13.4 | 72.3 | 93.9 | |
| LLaVA v1.5VA=false, CR=false, ES=false2025.09 | 48.8 | 13.4 | 78.6 | 99.8 | |
| mPLUG-Owl2 + VA + CRVA=true, CR=true, ES=false2025.09 | 52.3 | 14.2 | 78 | 95.5 | |
| mPLUG-Owl2 + VAVA=true, CR=false, ES=false2025.09 | 52.6 | 14.4 | 78.2 | 95.6 | |
| InstructBLIP + VA + CRVA=true, CR=true, ES=false2025.09 | 53.2 | 14 | 74.6 | 105.7 | |
| InstructBLIP + VAVA=true, CR=false, ES=false2025.09 | 53.6 | 15.1 | 75.3 | 108.4 | |
| InstructBLIPVA=false, CR=false, ES=false2025.09 | 57.8 | 16.5 | 73.6 | 101.3 | |
| mPLUG-Owl2VA=false, CR=false, ES=false2025.09 | 59.2 | 17.6 | 75.8 | 105.3 |