Image Captioning on MS COCO 2014 (val)
21.1CHAIRiM3ID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| M3IDBase Model=InstructBLIP2025.05 | 21.1 | 72.8 | — | — | |
| AvisCBase Model=InstructBLIP2025.05 | 20.1 | 71 | — | — | |
| VCDModel=LLAVA-1.5-7B2026.02 | 18.2 | 58.6 | — | 72.8 | |
| VCDBase Model=InstructBLIP2025.05 | 17.9 | 60.8 | — | — | |
| LLaVA-1.5Model Type=base model2025.05 | 17.6 | 55.2 | — | — | |
| AvisCBase Model=LLaVA-1.52025.05 | 17.2 | 60.4 | — | — | |
| InstructBLIPModel Type=base model2025.05 | 16.6 | 55.6 | — | — | |
| M3IDBase Model=LLaVA-1.52025.05 | 16.4 | 56.2 | — | — | |
| VCDBase Model=LLaVA-1.52025.05 | 16.3 | 57.8 | — | — | |
| GreedyModel=LLAVA-1.5-7B2026.02 | 15.6 | 53 | — | 76.7 | |
| Beam searchModel=LLAVA-1.5-7B2026.02 | 15.4 | 55.6 | — | 77.5 | |
| OPERABase Model=InstructBLIP2025.05 | 14.2 | 46.4 | — | — | |
| OPERAModel=LLAVA-1.5-7B2026.02 | 13.1 | 45.6 | — | 79.1 | |
| OPERABase Model=LLaVA-1.52025.05 | 12.8 | 44.6 | — | — | |
| M3IDBase Model=LLaVA-NeXT2025.05 | 12.4 | 42 | — | — | |
| GreedyModel=Qwen2.5-VL-3B2026.02 | 12.2 | 45.8 | — | 76.1 | |
| CAACBase Model=InstructBLIP2025.05 | 10.8 | 37.4 | — | — | |
| CAACBase Model=LLaVA-1.52025.05 | 10.4 | 39.2 | — | — | |
| VCDBase Model=LLaVA-NeXT2025.05 | 9.9 | 41.6 | — | — | |
| LLaVA-NeXTModel Type=base model2025.05 | 9.4 | 33 | — | — | |
| AvisCBase Model=LLaVA-NeXT2025.05 | 9.3 | 34.8 | — | — | |
| LLaVABackbone=LLaVA-7B, Decoding Strategy=Standard2024.03 | 8.1 | 17.5 | 53.3 | — | |
| CAACBase Model=LLaVA-NeXT2025.05 | 8.1 | 30.6 | — | — | |
| Beam searchModel=Qwen2.5-VL-3B2026.02 | 7.7 | 29.4 | — | 75.9 | |
| LLaVABackbone=LLaVA-13B, Decoding Strategy=Standard2024.03 | 7.4 | 18.5 | 55.2 | — | |
| PAIModel=LLAVA-1.5-7B2026.02 | 7.3 | 29.6 | — | 76 | |
| LLaVA PMIBackbone=LLaVA-7B, Decoding Strategy=PMI2024.03 | 6.7 | 16.2 | 51.5 | — | |
| LLaVA PMIBackbone=LLaVA-13B, Decoding Strategy=PMI2024.03 | 6.5 | 16.6 | 54.7 | — | |
| LLaVA ContrastiveBackbone=LLaVA-13B, Decoding Strategy=Contrastive2024.03 | 6.5 | 14.5 | 54.7 | — | |
| LLaVA ContrastiveBackbone=LLaVA-7B, Decoding Strategy=Contrastive2024.03 | 6.3 | 14.8 | 55.2 | — | |
| VAALEModel=LLAVA-1.5-7B2026.02 | 6 | 25 | — | 78 | |
| LLaVA M3IDBackbone=LLaVA-7B, Decoding Strategy=M3ID2024.03 | 5.9 | 13.8 | 55.1 | — | |
| LLaVA M3ID + DPOBackbone=LLaVA-7B, Decoding Strategy=M3ID + DPO2024.03 | 5.7 | 13.5 | 55.8 | — | |
| LLaVA M3IDBackbone=LLaVA-13B, Decoding Strategy=M3ID2024.03 | 5.5 | 13.2 | 54 | — | |
| LLaVA M3ID + DPOBackbone=LLaVA-13B, Decoding Strategy=M3ID + DPO2024.03 | 5.3 | 12.6 | 54.2 | — | |
| VAALEModel=Qwen2.5-VL-3B2026.02 | 4.4 | 17.8 | — | 76.2 |