Literature DB >> 27561754

A Multimodal Search Engine for Medical Imaging Studies.

Eduardo Pinho1, Tiago Godinho2, Frederico Valente2, Carlos Costa2.   

Abstract

The use of digital medical imaging systems in healthcare institutions has increased significantly, and the large amounts of data in these systems have led to the conception of powerful support tools: recent studies on content-based image retrieval (CBIR) and multimodal information retrieval in the field hold great potential in decision support, as well as for addressing multiple challenges in healthcare systems, such as computer-aided diagnosis (CAD). However, the subject is still under heavy research, and very few solutions have become part of Picture Archiving and Communication Systems (PACS) in hospitals and clinics. This paper proposes an extensible platform for multimodal medical image retrieval, integrated in an open-source PACS software with profile-based CBIR capabilities. In this article, we detail a technical approach to the problem by describing its main architecture and each sub-component, as well as the available web interfaces and the multimodal query techniques applied. Finally, we assess our implementation of the engine with computational performance benchmarks.

Keywords:  Computer systems; Content-based image retrieval; Graphical user interface (GUI); Information storage and retrieval; Multimodal information retrieval; PACS; Query fusion; Reproducibility of results; Software design; Web services

Mesh:

Year:  2017        PMID: 27561754      PMCID: PMC5267596          DOI: 10.1007/s10278-016-9903-z

Source DB:  PubMed          Journal:  J Digit Imaging        ISSN: 0897-1889            Impact factor:   4.056


  10 in total

1.  A RESTful image gateway for multiple medical image repositories.

Authors:  Frederico Valente; Carlos Viana-Ferreira; Carlos Costa; José Luis Oliveira
Journal:  IEEE Trans Inf Technol Biomed       Date:  2011-11-18

Review 2.  Content-based image retrieval in radiology: current status and future directions.

Authors:  Ceyhun Burak Akgül; Daniel L Rubin; Sandy Napel; Christopher F Beaulieu; Hayit Greenspan; Burak Acar
Journal:  J Digit Imaging       Date:  2011-04       Impact factor: 4.056

3.  Anatomy of an Extensible Open Source PACS.

Authors:  Frederico Valente; Luís A Bastião Silva; Tiago Marques Godinho; Carlos Costa
Journal:  J Digit Imaging       Date:  2016-06       Impact factor: 4.056

4.  Content-based image retrieval in radiology: analysis of variability in human perception of similarity.

Authors:  Jessica Faruque; Christopher F Beaulieu; Jarrett Rosenberg; Daniel L Rubin; Dorcas Yao; Sandy Napel
Journal:  J Med Imaging (Bellingham)       Date:  2015-04-03

Review 5.  Medical multimedia retrieval 2.0.

Authors:  H Müller
Journal:  Yearb Med Inform       Date:  2008

6.  Indexing and retrieving DICOM data in disperse and unstructured archives.

Authors:  Carlos Costa; Filipe Freitas; Marco Pereira; Augusto Silva; José L Oliveira
Journal:  Int J Comput Assist Radiol Surg       Date:  2008-10-28       Impact factor: 2.924

7.  User-oriented evaluation of a medical image retrieval system for radiologists.

Authors:  Dimitrios Markonis; Markus Holzer; Frederic Baroz; Rafael Luis Ruiz De Castaneda; Célia Boyer; Georg Langs; Henning Müller
Journal:  Int J Med Inform       Date:  2015-05-21       Impact factor: 4.046

8.  Multimodal medical information retrieval with unsupervised rank fusion.

Authors:  André Mourão; Flávio Martins; João Magalhães
Journal:  Comput Med Imaging Graph       Date:  2014-05-23       Impact factor: 4.790

9.  Dicoogle, a PACS featuring profiled content based image retrieval.

Authors:  Frederico Valente; Carlos Costa; Augusto Silva
Journal:  PLoS One       Date:  2013-05-06       Impact factor: 3.240

10.  Medical Image Retrieval: A Multimodal Approach.

Authors:  Yu Cao; Shawn Steffey; Jianbiao He; Degui Xiao; Cui Tao; Ping Chen; Henning Müller
Journal:  Cancer Inform       Date:  2015-07-22
  10 in total
  5 in total

1.  Automated Anatomic Labeling Architecture for Content Discovery in Medical Imaging Repositories.

Authors:  Eduardo Pinho; Carlos Costa
Journal:  J Med Syst       Date:  2018-06-29       Impact factor: 4.460

2.  Medical Image Retrieval Using Multi-Texton Assignment.

Authors:  Qiling Tang; Jirong Yang; Xianfu Xia
Journal:  J Digit Imaging       Date:  2018-02       Impact factor: 4.056

3.  Nursing Analysis Based on Medical Imaging Technology before and after Coronary Angiography in Cardiovascular Medicine.

Authors:  Qin Li; Yangyang Yuan; Guangyu Song; Yonghua Liu
Journal:  Appl Bionics Biomech       Date:  2022-04-15       Impact factor: 1.664

Review 4.  Dicoogle Open Source: The Establishment of a New Paradigm in Medical Imaging.

Authors:  Rui Lebre; Eduardo Pinho; Rui Jesus; Luís Bastião; Carlos Costa
Journal:  J Med Syst       Date:  2022-10-06       Impact factor: 4.920

5.  Brain MRI Pattern Recognition Translated to Clinical Scenarios.

Authors:  Andreia V Faria; Zifei Liang; Michael I Miller; Susumu Mori
Journal:  Front Neurosci       Date:  2017-10-20       Impact factor: 4.677

  5 in total

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