Image Captioning on M2RAG
23.47BLEU-1Ours-top3
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ours-top3Model=MM-RAIT (Qwen2.5-VL)2026.04 | 23.47 | 17.46 | 13.74 | 11.36 | 42.91 | 24.1 | 41.24 | 136.44 | |
| Ours-top1Model=MM-RAIT (Qwen2.5-VL)2026.04 | 22.82 | 17.14 | 13.32 | 10.95 | 42.45 | 23.02 | 40.49 | 134.05 | |
| jinarerank-top3Model=MM-RAIT (Qwen2.5-VL)2026.04 | 19.39 | 13.05 | 9.47 | 7.42 | 38.05 | 18.31 | 35.74 | 96.66 | |
| jinarerank-top1Model=MM-RAIT (Qwen2.5-VL)2026.04 | 18.66 | 12.77 | 9.57 | 7.18 | 35.84 | 16.82 | 33.81 | 99.06 | |
| top3Model=MM-RAIT (Qwen2.5-VL)2026.04 | 17.15 | 11.41 | 7.9 | 5.89 | 36.09 | 16.89 | 34.57 | 84.41 | |
| Ours-top1Model=InternVL-3.52026.04 | 17.01 | 10.65 | 7.91 | 6.61 | 34.05 | 17.35 | 30.32 | 82.52 | |
| top1Model=MM-RAIT (Qwen2.5-VL)2026.04 | 16.98 | 11.35 | 8.44 | 6.44 | 35.75 | 16.31 | 33.81 | 83.62 | |
| top0Model=MM-RAIT (Qwen2.5-VL)2026.04 | 16.18 | 10.46 | 7.56 | 5.68 | 34.16 | 15.43 | 32.58 | 79.41 | |
| Ours-top3Model=Qwen2.5-VL2026.04 | 15.31 | 9.77 | 7.1 | 5.58 | 31.24 | 16.29 | 28.5 | 73.66 | |
| Ours-top3Model=InternVL-3.52026.04 | 15.12 | 8.64 | 5.84 | 4.79 | 32.04 | 15.38 | 28.29 | 64 | |
| Ours-top1Model=Qwen2.5-VL2026.04 | 14.71 | 8.21 | 5.68 | 4.12 | 29.19 | 13.86 | 26.62 | 50 | |
| jinarerank-top1Model=InternVL-3.52026.04 | 13.37 | 8.75 | 6.14 | 4.78 | 29.15 | 13.81 | 26.48 | 60.54 | |
| Ours-top3Model=LLaVA-NeXT2026.04 | 13.17 | 8.18 | 5.95 | 4.43 | 29.85 | 12.84 | 25.96 | 57.78 | |
| Ours-top1Model=LLaVA-NeXT2026.04 | 12.73 | 8.45 | 6.33 | 4.63 | 30.01 | 13.73 | 26.75 | 65.59 | |
| jinarerank-top3Model=Qwen2.5-VL2026.04 | 12.62 | 7.16 | 4.56 | 3.49 | 27.82 | 11.86 | 25.43 | 45.73 | |
| top1Model=InternVL-3.52026.04 | 12.08 | 7.78 | 5.66 | 4.78 | 28.25 | 13.05 | 25.72 | 65.27 | |
| jinarerank-top1Model=Qwen2.5-VL2026.04 | 11.9 | 6.86 | 4.41 | 3.08 | 25.1 | 9.39 | 22.68 | 43.27 | |
| top0Model=InternVL-3.52026.04 | 11.76 | 6.69 | 4.37 | 3.07 | 23.66 | 9.42 | 21.47 | 45.09 | |
| top3Model=Qwen2.5-VL2026.04 | 11.75 | 6.92 | 4.93 | 3.7 | 26.99 | 10.77 | 24.55 | 46.64 | |
| top1Model=Qwen2.5-VL2026.04 | 11.63 | 6.1 | 3.58 | 2.53 | 25.21 | 8.68 | 22.64 | 40.29 | |
| jinarerank-top3Model=InternVL-3.52026.04 | 11.43 | 6.63 | 3.94 | 2.99 | 27.91 | 11.98 | 24.11 | 40.73 | |
| top3Model=InternVL-3.52026.04 | 10.96 | 6.24 | 3.61 | 2.75 | 27.12 | 12.43 | 24.33 | 41.46 | |
| jinarerank-top3Model=LLaVA-NeXT2026.04 | 10.05 | 5.98 | 4.1 | 3.02 | 25.79 | 10.68 | 22.91 | 44.6 | |
| jinarerank-top1Model=LLaVA-NeXT2026.04 | 9.55 | 5.65 | 3.91 | 2.8 | 26.26 | 9.94 | 23.44 | 42.08 | |
| top3Model=LLaVA-NeXT2026.04 | 9.3 | 5.52 | 3.85 | 2.84 | 23.99 | 9.74 | 21.87 | 35.48 | |
| top1Model=LLaVA-NeXT2026.04 | 8.99 | 5.32 | 3.78 | 2.82 | 22.17 | 8.43 | 20.01 | 40.34 | |
| top0Model=Qwen2.5-VL2026.04 | 8.97 | 4.46 | 2.84 | 2.03 | 20.05 | 6.64 | 18.2 | 19.51 | |
| top0Model=LLaVA-NeXT2026.04 | 6.42 | 3.08 | 2.02 | 1.63 | 19.17 | 5.34 | 17.33 | 18.98 |