Image Captioning on MS COCO 2014
76.65Sentence Faithfulness Insertion ScoreEAGLE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EAGLEMLLM=InternVL3.5 4B [33], GPU Memory=12.45 GB, Time Consumption=803.5 s2025.09 | 76.65 | 46.5 | 83.35 | 70.42 | 30.42 | 80.51 | |
| EAGLEMLLM=Qwen2.5-VL 7B [4], GPU Memory=17.68 GB, Time Consumption=436.2 s2025.09 | 70.06 | 45.97 | 75.78 | 63.37 | 29.88 | 72.85 | |
| EAGLEMLLM=Qwen2.5-VL 3B [4], GPU Memory=8.75 GB, Time Consumption=418.3 s2025.09 | 64.79 | 43.45 | 70.39 | 58.67 | 27.1 | 68.4 | |
| iGOS++ (w/ GNC)MLLM=InternVL3.5 4B [33], GPU Memory=60.93 GB, Time Consumption=40.1 s2025.09 | 62.71 | 57.26 | 79.99 | 50.88 | 43.37 | 77.15 | |
| LLaVA-CAMMLLM=InternVL3.5 4B [33], GPU Memory=81.84 GB, Time Consumption=54.3 s2025.09 | 61.16 | 62.35 | 80.32 | 49.48 | 51 | 77.64 | |
| EAGLEMLLM=LLaVA-1.5 7B [24], GPU Memory=16.07 GB, Time Consumption=258.4 s2025.09 | 59.7 | 45.54 | 62.59 | 53.44 | 28.09 | 59.93 | |
| LLaVA-CAMMLLM=Qwen2.5-VL 7B [4], GPU Memory=47.17 GB, Time Consumption=21.8 s2025.09 | 56.05 | 54.64 | 72.35 | 44.67 | 42.09 | 70.1 | |
| iGOS++ (w/ GNC)MLLM=Qwen2.5-VL 7B [4], GPU Memory=96.90 GB, Time Consumption=62.7 s2025.09 | 56.03 | 50.72 | 72.37 | 44 | 36.23 | 66.95 | |
| iGOS++ (w/ GNC)MLLM=Qwen2.5-VL 3B [4], GPU Memory=71.62 GB, Time Consumption=46.6 s2025.09 | 53.28 | 48.91 | 66.72 | 40.21 | 32.73 | 64.73 | |
| LLaVA-CAMMLLM=LLaVA-1.5 7B [24], GPU Memory=37.25 GB, Time Consumption=15.4 s2025.09 | 52.98 | 53.17 | 60.31 | 41.24 | 41.15 | 57.83 | |
| iGOS++ (w/ GNC)MLLM=LLaVA-1.5 7B [24], GPU Memory=48.18 GB, Time Consumption=36.3 s2025.09 | 52.93 | 51.68 | 60.04 | 41.01 | 38.15 | 57.31 | |
| LLaVA-CAMMLLM=Qwen2.5-VL 3B [4], GPU Memory=28.99 GB, Time Consumption=22.2 s2025.09 | 49.78 | 55.62 | 66.62 | 35.41 | 44.97 | 64.24 |