Image sentiment prediction based on textual descriptions with adjective noun pairs
文献类型：期刊论文
| 作者 | Li, Zuhe1,2; Fan, Yangyu1; Liu, Weihua3; Wang, Fengqin2 |
| 刊名 | MULTIMEDIA TOOLS AND APPLICATIONS
 |
| 出版日期 | 2018 |
| 卷号 | 77期号:1页码:1115-1132 |
| 关键词 | Image Sentiment Textual Sentiment Concept Detection Late Fusion |
| ISSN号 | 1380-7501 |
| DOI | 10.1007/s11042-016-4310-5 |
| 产权排序 | 3 |
| 英文摘要 | We aim to predict the sentiment related information reflected in images based on SentiBank, which is a library including Adjective Noun Pair (ANP) concept detectors for image sentiment analysis. Instead of using only ANP responses in images as mid-level features, we make full use of the ANPs' textual sentiment. We first give each ANP concept in SentiBank a sentiment value by adding together the textual sentiment value of the adjective and that of the noun. Having detected the presence of ANPs in an image, we define an image sentiment value by computing the weighted sum of the textual sentiment values of ANPs describing this image with corresponding ANP responses as weights. On the one hand, we adopt a one-dimension logistic regression model to predict the sentiment orientation according to the image sentiment value. On the other hand, we use the ANP responses detected in an image as mid-level representations to train a regularized logistic regression classifier for sentiment prediction. We finally employ a late fusion algorithm to combine the prediction results from the two schemes. Experimental results reveal that the proposed method which takes into account the textual sentiment of ANPs improves the performance of SentiBank based image sentiment prediction. |
| 语种 | 英语 |
| WOS记录号 | WOS:000419995400047 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/30800]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | 1.Northwestern Polytech Univ, Sch Elect & Informat, Xian 710072, Shaanxi, Peoples R China; 2.Zhengzhou Univ Light Ind, Sch Comp & Commun Engn, Zhengzhou 450002, Henan, Peoples R China; 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | Li, Zuhe,Fan, Yangyu,Liu, Weihua,et al. Image sentiment prediction based on textual descriptions with adjective noun pairs[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2018,77(1):1115-1132. |
| APA | Li, Zuhe,Fan, Yangyu,Liu, Weihua,&Wang, Fengqin.(2018).Image sentiment prediction based on textual descriptions with adjective noun pairs.MULTIMEDIA TOOLS AND APPLICATIONS,77(1),1115-1132. |
| MLA | Li, Zuhe,et al."Image sentiment prediction based on textual descriptions with adjective noun pairs".MULTIMEDIA TOOLS AND APPLICATIONS 77.1(2018):1115-1132. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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