Text Retrieval on COCO Caption
88R@1MDSE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MDSE2025.12 | 88 | 97 | 98 | |
| Qwen-2.52025.12 | 87 | 97 | 98 | |
| BLIP-22025.12 | 84 | 96 | 98 | |
| Florence2025.12 | 68 | 86 | — | |
| Flamingo2025.12 | 66 | 87 | 93 | |
| Uni-Perceivertuning_setting=fine-tuning, data_percentage=100%2021.12 | 64.7 | 87.8 | 93.7 | |
| UNITER-Btuning_setting=fine-tuning2021.12 | 64.4 | 87.4 | 93.1 | |
| Unicoder-VLtuning_setting=fine-tuning2021.12 | 62.3 | 87.1 | 92.8 | |
| Uni-Perceivertuning_setting=prompt-tuning, data_percentage=10%2021.12 | 61.6 | 87 | 93.2 | |
| ViLTtuning_setting=fine-tuning2021.12 | 61.5 | 86.3 | 92.7 | |
| Uni-Perceivertuning_setting=prompt-tuning, data_percentage=1%2021.12 | 61.4 | 86.7 | 93.2 | |
| Uni-Perceivertuning_setting=fine-tuning, data_percentage=10%2021.12 | 60.9 | 85.5 | 92.1 | |
| Uni-Perceivertuning_setting=fine-tuning, data_percentage=1%2021.12 | 60.2 | 85.1 | 90.6 | |
| CLIP2025.12 | 60 | 83 | 90 | |
| Uni-Perceivertuning_setting=without tuning2021.12 | 57.7 | 85.6 | 92.3 | |
| ViLTtuning_setting=without tuning2021.12 | 56.5 | 82.6 | 89.6 | |
| UNITER-Btuning_setting=fine-tuning2021.12 | 50.3 | 78.5 | 87.2 | |
| Unicoder-VLtuning_setting=fine-tuning2021.12 | 48.4 | 76.7 | 85.9 | |
| Uni-Perceivertuning_setting=fine-tuning, data_percentage=100%2021.12 | 48.3 | 75.9 | 84.5 | |
| Uni-Perceivertuning_setting=prompt-tuning, data_percentage=10%2021.12 | 47.2 | 75.4 | 84.3 | |
| Uni-Perceivertuning_setting=prompt-tuning, data_percentage=1%2021.12 | 47 | 75.3 | 84.3 | |
| Uni-Perceivertuning_setting=without tuning2021.12 | 46.3 | 75 | 84 | |
| Uni-Perceivertuning_setting=fine-tuning, data_percentage=10%2021.12 | 45.6 | 73.4 | 82.6 | |
| ImageBERTtuning_setting=without tuning2021.12 | 44 | 71.2 | 80.4 | |
| Uni-Perceivertuning_setting=fine-tuning, data_percentage=1%2021.12 | 43.6 | 70.9 | 80.5 | |
| ViLTtuning_setting=fine-tuning2021.12 | 42.7 | 72.9 | 83.1 | |
| ViLTtuning_setting=without tuning2021.12 | 40.4 | 70 | 81.1 | |
| ImageBERTtuning_setting=without tuning2021.12 | 32.3 | 59 | 70.2 |