摘要—在现实世界中，信息丰富多样，跨越不同的模态，理解和利用各种数据类型以改进检索系统是研究的关键...
1. 论文和代码地址 A new approach to cross-modal multimedia retrieval 论文地址:dl.acm.org/doi/10.1145/ 代码地址:github.com/emanuetre/cr 2. Motivation 在过去的十年中,网络上的多媒体内容出现了大规模爆炸式增长。这次多媒体内容爆炸没有使得多媒体内容建模技术的复杂性也相应提高。今天,搜索多媒体存储库...
As the rapid development of deep neural networks, multi-modal learning techniques are widely concerned. Cross-modal retrieval is an important branch of multimodal learning. Its fundamental purpose is to reveal the relation between different modal samples
A Comprehensive Survey on Cross-modal Retrieval Kaiye Wangy, Qiyue Yiny, Wei Wang, Shu Wu, Liang Wang∗, Senior Member, IEEE 1. 研究现状: 目前跨模态检索主要分为两种方法:(1)real-valued表示学习;(2)binary表示学习。Real-valued... 查看原文 跨媒体检索--无监督哈希方法 Coupled CycleGAN ...
crossattention模块出来是权重吗 cross-modal,1.跨模态检索的定义在这篇文章中AComprehensiveSurveyonCross-modalRetrieval,作者给出了跨模态检索(CrossModalRetrieval)的定义:Ittakesonetypeofdataasthequerytoretrieverelevantdataofanothertype。大概意思就是说,将
INFORMATION retrievalFEATURE extractionDEEP learningModalities define the specific forms in which data exist. The swift expansion of various modal data types has brought multimodal learning into the limelight. As a crucial subset of this field, cross-modal retrieval has achieved notewo...
(跨模态检索综述)A Comprehensive Survey on Cross-modal Retrieval 信息的丢失,检索精度一般会略有下降。根据学习常用表示时所使用的信息,将跨模态检索方法进一步划分为四类:(1)无监督方法,(2)基于成对的方法,(3)基于秩的方法,(4)有监督的方法。一般来说,一...想要的内容。目前,主要的研究工作是设计有效的方...
In recent years, cross-modal retrieval has drawn much attention due to the rapid growth of multimodal data. It takes one type of data as the query to retrieve relevant data of another type. For example, a user can use a text to retrieve relevant pictures or videos. Since the query and ...
你说的是这篇文章吗--Multilayer pLSA for Multimodal Image Retrieval?我的理解是multimodal指的就是visual words和text两种modal,所以他才说是multimodal的;至于你说的cross-modal我不是很清楚,不能随便乱说。 发布于 2013-05-06 20:24 赞同添加评论 分享收藏喜欢收起...
《Retrieving Multimodal Information for Augmented Generation: A Survey》是一篇由新加坡南洋理工大学、...