Image Captioning on COCO Caption (VQA/Reasoning Evaluation Set)
57.99OKVQAZero-shot
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Zero-shotmode=zero-shot2025.03 | 57.99 | 66.2 | 61.93 | 58.23 | 61.09 | 40.4 | 50.74 | |
| Model TailorLoRA Rank=162025.03 | 51.83 | 59.75 | 58.73 | 51.43 | 55.44 | 118.84 | 87.14 | |
| Model TailorLoRA Rank=322025.03 | 50.99 | 60.6 | 58.54 | 49.65 | 54.95 | 117.64 | 86.29 | |
| LoRASculptLoRA Rank=162025.03 | 50.86 | 59.1 | 57.64 | 51.1 | 54.68 | 121.26 | 87.97 | |
| LoRASculptLoRA Rank=642025.03 | 50.15 | 59.85 | 57.91 | 51.44 | 54.84 | 120.39 | 87.61 | |
| LoRASculptLoRA Rank=322025.03 | 49.99 | 58.65 | 57.63 | 50.73 | 54.25 | 120.35 | 87.3 | |
| Orth-RegLoRA Rank=162025.03 | 48.11 | 59.85 | 56.83 | 46.69 | 52.87 | 111.87 | 82.37 | |
| LoRALoRA Rank=162025.03 | 47.34 | 60.55 | 56.91 | 45.61 | 52.6 | 112.22 | 82.41 | |
| Model TailorLoRA Rank=642025.03 | 46.7 | 59.2 | 56.75 | 44.42 | 51.77 | 116.68 | 84.22 | |
| DARELoRA Rank=162025.03 | 46.64 | 59.45 | 56.01 | 44.46 | 51.64 | 112.21 | 81.93 | |
| L2-RegLoRA Rank=162025.03 | 46.05 | 61.5 | 56.6 | 43.54 | 51.92 | 111.83 | 81.88 | |
| Orth-RegLoRA Rank=642025.03 | 45.78 | 60.7 | 55.69 | 43.58 | 51.44 | 108.16 | 79.8 | |
| DoRALoRA Rank=162025.03 | 45.38 | 59.75 | 55.4 | 41.38 | 50.48 | 112.6 | 81.54 | |
| LoRALoRA Rank=322025.03 | 44.92 | 59.9 | 54.88 | 39.75 | 49.86 | 110.27 | 80.07 | |
| DoRALoRA Rank=322025.03 | 44.1 | 60.05 | 54.69 | 40.17 | 49.75 | 109.25 | 79.5 | |
| Orth-RegLoRA Rank=322025.03 | 43.77 | 60.7 | 53.74 | 38.61 | 49.21 | 110.44 | 79.82 | |
| L2-RegLoRA Rank=322025.03 | 43.6 | 60 | 54.09 | 36.53 | 48.56 | 109.39 | 78.97 | |
| DARELoRA Rank=322025.03 | 42.98 | 58.65 | 53.92 | 38.61 | 48.54 | 108.57 | 78.56 | |
| L2-RegLoRA Rank=642025.03 | 40.95 | 59.05 | 52.83 | 36 | 47.21 | 106.41 | 76.81 | |
| DoRALoRA Rank=642025.03 | 34.63 | 57.85 | 44.37 | 29.06 | 41.48 | 106.49 | 73.98 | |
| LoRALoRA Rank=642025.03 | 31.51 | 54.8 | 42.35 | 28.13 | 39.2 | 107.9 | 73.55 | |
| DARELoRA Rank=642025.03 | 29.67 | 50.7 | 37.54 | 23.34 | 35.31 | 105.55 | 70.43 |