Visual Metaphor Construction for Image and Description of Fashion Goods

Visual Metaphor Construction for Image and Description of Fashion Goods
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时尚商品形象与描述的视觉隐喻构建

DOI:
10.1109/iiaiaai55812.2022.00040
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发表时间:
2022
期刊:
Proceedings of the 12th International Congress on Advanced Applied Informatics (IIAI-AAI 2022)
影响因子:
--
通讯作者:
Ryota Mibayashi and Hiroaki Ohshima
Ryota Mibayashi and Hiroaki Ohshima
中科院分区:
--
文献类型:
--
作者:
Dan Wang;Ryota Mibayashi and Hiroaki Ohshima

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在本研究中,我们提出一种建构时尚商品视觉隐喻的方法。该方法的输入包括产品图像及其产品描述。例如,对于一件弹力良好的红色夹克,所提出的方法构建的视觉隐喻将是“跃动的青春之火”。一双能够打造优雅气质的黑色高跟鞋,所构建的视觉隐喻将是“美丽纤细的燕子”。视觉隐喻是在外观上类似于时尚商品的东西。视觉隐喻的构建会给海报设计或其他任何形式的宣传带来灵感。该方法的过程包括两个部分。首先,我们建立深度学习模型来预测时尚商品与隐喻在颜色和图案上的相似度,并根据预测的相似度获得隐喻词。然后,我们使用获得的隐喻词和产品描述来生成修辞。
In this study, we propose a method for constructing visual metaphors for fashion goods. The input of the proposed method consists of a product image and its product description. For example, for a red jacket with good stretch, the visual metaphor constructed by the proposed method will be "leaping fire of youth". For a pair of black high heels that can create an elegant temperament, the constructed visual metaphor will be "beautiful slender swallows". A visual metaphor is something that is similar in appearance to a fashion goods. Construction of visual metaphor will bring inspiration to poster design or any other form of propaganda. The process of the proposed method consists of two parts. First, we build a deep learning model to predict the similarity between fashion goods and metaphor on color and pattern, and obtain metaphor words based on the predicted similarity. After that, we use the obtained metaphor word and product description to generate rhetoric.
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