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CLIP-based knowledge projector for image–text matching

delete2025-08-23
delete0
PRE
AI
X
Xinfeng Dong
D
Dingwen Zhang
L
Longfei Han
M
Ming Jin *
刘
刘丽 (Li Liu)
J
Junwei Han
DOI：10.1016/j.ipm.2025.104357delete
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摘要

摘要

En 中文
• 我们提出了一种知识投影网络，该网络将CLIP（Radford et al., 2021）中的先验知识视为教师，以指导槽注意力生成过程。 • 使用了一个自适应加权融合模块，用于将全局特征融入槽表示中。 • 提出了一种有效的相似度计算方法，用于与细粒度图像-文本匹配方法进行比较。结果表明，我们的方法优于CLIP和最新的图像-文本对齐算法。
Keyword:
Image–text matching
Multimedia analysis
Slot attention

期刊

I
Information Processing and Management
IF:
6.9
论文数:
5.2K
被引数:
1.4W

机构

B
Beijing Technology and Business University
学者数:
4.1K
论文数: 1.7K
被引数: 1.6W
N
Northwestern Polytechnical University
学者数:
4.6W
论文数: 3.7W
被引数: 5.3W
S
shandong normal university
学者数:
1.0W
论文数: 8.2K
被引数: 3
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