Exploiting the Synergy between Different Modalities in Multimodal Information Retrieval

نویسندگان

  • Zhongfei Zhang
  • Ruofei Zhang
  • Jun Ohya
چکیده

In this work, we address the issue of exploiting the synergy between different modalities to facilitate Internet information retrieval. It is well-known that information typically exists jointly in different modalities, and this is true for information in the Internet. We intend to demonstrate that exploiting the synergy between the different modalities of the information may enhance the information retrieval efficiency and effectiveness. Specifically, we focus on exploiting the cognitive synergy between text and imagery modalities. Machine learning techniques are used to explicitly exploit this synergy in order to address the effective retrieval of the multimedia information represented in the two modalities. We will demonstrate the proposed methodology through experimental data.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Understanding Multimodal Interaction by Exploiting Unification and Integration Rules

This paper presents a model for synergistic integration of multimodal speech and pen information. The model consists of an algorithm for matching and integrating interpretations of inputs from different modalities, as well as of a grammar that constrains integration. Integration proper is achieved by unifying feature structures. The integrator is part of a general framework for multimodal infor...

متن کامل

A novel framework for retrieval and interactive visualization of multimodal data

With the abundance of multimedia in web databases and the increasing user need for content of many modalities, such as images, sounds, etc., new methods for retrieval and visualization of multimodal media are required. In this paper, novel techniques for retrieval and visualization of multimodal data, i.e. documents consisting of many modalities, are proposed. A novel cross-modal retrieval fram...

متن کامل

Public Transport Ontology for Passenger Information Retrieval

Passenger information aims at improving the user-friendliness of public transport systems while influencing passenger route choices to satisfy transit user’s travel requirements. The integration of transit information from multiple agencies is a major challenge in implementation of multi-modal passenger information systems. The problem of information sharing is further compounded by the multi-l...

متن کامل

A Survey of Indexing and Retrieval of Multimodal Documents: Text and Images

A document conveys information using multiple modalities, including text, layout/style and images. For example, journal articles usually have figures to illustrate experimental results, and the title in a journal article usually has a different font size than the body text. Indexing and retrieval using only text is the traditional way of IR (Information Retrieval). With the development of the I...

متن کامل

Astera - A Generic Model for Semantic Multimodal Information Retrieval

Finding useful information from large multimodal document collections such as the WWW is one of the major challenges of Information Retrieval (IR). The many sources of information now available text, images, audio, video and more increases the need for multimodal search. Particularly important is also the recognition, that each information item is inherently multimodal (i.e. has aspects in its ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004