.png){kind=icon}
返回
Multidimensional Extra Evidence Mining for Image Sentiment Analysis
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2020.2999128.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Image sentiment analysis is a hot research topic in the field of computer vision. However, two key issues need to be addressed. First, high-quality training samples are scarce. There are numerous ambiguous images in the original datasets owing to diverse subjective cognitions from different annotators. Second, the cross-modal sentimental semantics among heterogeneous image features has not been fully explored. To alleviate these problems, we propose a novel model called multidimensional extra evidence mining ((MEM)-M-2) for image sentiment analysis, it involves sample-refinement and cross-modal sentimental semantics mining. A new soft voting-based sample-refinement strategy is designed to address the former problem, whereas the state-of-the-art discriminant correlation analysis (DCA) model is used to completely mine the cross-modal sentimental semantics among diverse image features. Image sentiment analysis is conducted based on the cross-modal sentimental semantics and a general classifier. The experimental results verify that the (MEM)-M-2 model is effective and robust and that it outperforms the most competitive baselines on two well-known datasets. Furthermore, it is versatile owing to its flexible structure.
Keyword:
Image sentiment analysis
discriminant correlation analysis
sample-refinement
cross-modal sentimental semantics
multidimensional extra evidence mining
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
Developing Wind and/or Solar Powered Crop Irrigation Systems for the Great Plains为大平原开发风能和/或太阳能作物灌溉系统
PREAI
分享收藏Entity-Sensitive Attention and Fusion Network for Entity-Level Multimodal Sentiment ClassificationOAAI
OAAI分享收藏pH Dependence of Formation of a Partially Unfolded State of a Lys 73 → His Variant of Iso-1-cytochrome c: Implications for the Alkaline Conformational Transition of Cytochrome c.png)
Biochemistry
BiochemistryIF0
PREAI
分享收藏Crystalline‐State Reaction with Allosteric Effect in Spin‐Crossover, Interpenetrated Networks with Magnetic and Optical Bistability具有磁和光学双稳态的自旋交叉，互穿网络中具有变构效应的晶态反应
PREAI
分享收藏
查看更多内容