multimedia information retrieval duomelt一xlnx一]zansuo多媒体信息检索(multimedia infon旧以tionretrievai)检索文字、图象、声音、动画等多媒体信息的技术。多媒体信息检索技术主要分为两类:①以全文检索作为基本和主要的手段,在文字和其它媒体之间建立联接,非文字媒体的检索通过全文检索实现;②根据各种媒体本身的特征...
Named Entity and Relation Extraction with Multi-Modal Retrievalarxiv.org/abs/2212.01612 研究动机 多模态命名实体识别(NER)和关系提取(RE)旨在利用相关图像信息来提高NER和RE的性能。大多数现有工作主要关注直接从图像中提取可能有用的信息(例如像素级特征、识别出的对象和相关的标题)。然而,这种提取过程可能不...
Song J,Wang Y,Wu F,et al.Multi-modal Retrieval via Deep Textual-Visual Correlation Learning[M]∥ Intelligence Science and Big Data Engineering.Image and Video Data Engineering.Springer International Publishing,2015:176-185.SONG J, WANG Y,WU F, et al. Multi-modal retrieval viadeep textual - ...
提出了一个通用的多模态检索(UMR)框架,能有效处理文本、图像、视觉文档和融合模态数据。 构建了新的 UMR基准测试UMRB,涵盖单模态、跨模态和融合模态三种检索任务。 开发了一种高效的数据合成管道,以生成大规模的融合模态训练数据,解决了数据稀缺的问题。 采用对比学习方法训练 GME 模型,实验验证显示多样化训练数据对模...
Multi-Modal Retrieval for Multimedia Digital Libraries: Issues, Architecture, and Mechanisms Supporting effective and efficient retrieval of multimedia data is a challenging problem in building a digital library. In this paper, we examine the issue... J Yang,Y Zhuang,Q Li - Workshop on Mis 被...
Multi-modal retrieval becomes increasingly popular in practice. However, the existing retrievers are mostly text-oriented, which lack the capability to process visual information. Despite the presence of vision-language models like CLIP, the current methods are severely limited in representing the text-...
Multi-modal retrieval is emerging as a new search paradigm that enables seamless information retrieval from various types of media. For example, users can simply snap a movie poster to search for relevant reviews and trailers. The mainstream solution to the problem is to learn a set of mapping...
David NovakSpringer, ChamNovak, D.: Multi-modal similarity retrieval with a shared distributed data store. In: Jung, J.J., Badica, C., Kiss, A. (eds.) INFOSCALE 2014. LNICST, vol. 139, pp. 28-37. Springer, Heidelberg (2015)
With the amount of information on the internet increasing by the minute, and retrieving meaningful data from it is sometimes like trying to find a needle in a haystack. Content-based image retrieval (CBIR) systems are capable of retrieving desired images based on the user's input from an exte...
在处理阶段，文本正常处理，而图像首先创建文本描述、摘要或元数据，并存储实际图像以便后续检索。检索阶段...