[Kaneda+, RA-L24] R@5↑ R@10↑ R@5↑ R@10↑ R@5↑ R@10↑ R@5↑ R@10↑ 提案手法 91.1 95.0 88.5 92.6 93.3 96.1 72.1 87.1 CLIP (fine-tuned) [Radford+, ICML21] 63.5 74.1 73.9 83.9 82.0 90.1 56.8 72.3 BEiT-3 [Wang+, CVPR23] 54.4 65.3 63.7 79.5 76.5 84.8 59.9 76.6 RelaX-Former [Yashima+, RA-L25] - - - - 62.3 73.7 66.6 81.7 9 +20.9 +8.7 +6.0 +5.4