MedInject: a General-Purpose Information Retrieval Framework Applied in a Medical Context

被引:4
|
作者
Carvalho, Luiz Olmes [1 ]
Seraphim, Enzo [2 ]
Seraphim, Thatyana F. P. [2 ]
Traina, Agma J. M. [1 ]
Traina, Caetano, Jr. [1 ]
机构
[1] Univ Sao Paulo, Sao Carlos, SP, Brazil
[2] Univ Fed Itajuba, Itajubd, MG, Brazil
基金
巴西圣保罗研究基金会;
关键词
CBIR; framework; persistence; IMAGE RETRIEVAL;
D O I
10.1109/CBMS.2014.20
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The continuous improvement of medical software and instrumentation have contributed to generate large amounts of medical image data. Thus, plenty of Content-Based Image Retrieval systems have emerged in order to index and retrieve images according to similarity criteria. Some of those systems are applied in very specific domains, such as mammography, lung or spine exams. Others, however, are general-purpose applications that can be adopted in a medical environment. In such context, we realized those specific systems could benefit from the facilities brought by generic frameworks and propose our solution. This article presents a novel information retrieval core framework that performs both indexing and similarity search operations over medical image data sets. The framework follows a modular architecture based on Design Patterns and can be easily extended, allowing to other system developers to take advantages of its functions by using the provided interfaces. We performed extensive experiments evaluating several of its properties and target abstractions using medical real data, and show that it allows the implementation to achieve proper similarity retrieval and significant performance improvements in relation to the existing alternatives.
引用
收藏
页码:308 / 313
页数:6
相关论文
共 50 条
  • [1] SHRIF, A GENERAL-PURPOSE SYSTEM FOR HEURISTIC RETRIEVAL OF INFORMATION AND FACTS, APPLIED TO MEDICAL KNOWLEDGE PROCESSING
    FINDLER, NV
    MAINI, S
    YUEN, AFM
    INFORMATION PROCESSING & MANAGEMENT, 1992, 28 (02) : 219 - 240
  • [2] General-purpose compression for efficient retrieval
    Cannane, A
    Williams, HE
    JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2001, 52 (05): : 430 - 437
  • [3] INFORMATION-RETRIEVAL - GENERAL-PURPOSE DATA-PROCESSING SYSTEMS
    FADEN, BR
    SPECIAL LIBRARIES, 1959, 50 (08) : 392 - 397
  • [4] General-purpose digital ticket framework
    Fujimura, K
    Nakajima, Y
    PROCEEDINGS OF THE 3RD USENIX WORKSHOP ON ELECTRONIC COMMERCE, 1998, : 177 - 186
  • [5] A General-Purpose Framework for Genetic Improvement
    Marino, Francesco
    Squillero, Giovanni
    Tonda, Alberto
    PARALLEL PROBLEM SOLVING FROM NATURE - PPSN XIV, 2016, 9921 : 345 - 352
  • [6] Bioinspired framework for general-purpose learning
    de Toledo, SA
    Barreiro, JM
    FOUNDATIONS AND TOOLS FOR NEURAL MODELING, PROCEEDINGS, VOL I, 1999, 1606 : 507 - 516
  • [7] A GENERAL-PURPOSE FRAMEWORK FOR CAD ALGORITHMS
    RUBIN, SM
    IEEE COMMUNICATIONS MAGAZINE, 1991, 29 (05) : 56 - 62
  • [8] GENERAL-PURPOSE COMPUTER FOR MEDICAL IMAGING
    BENTLEY, RE
    PHYSICS IN MEDICINE AND BIOLOGY, 1986, 31 (03): : 312 - 312
  • [9] GENERAL-PURPOSE PALEONTOLOGIC INFORMATION DEVICE
    BUDAI, A
    RIEDEL, WR
    WESTBERG, MJ
    JOURNAL OF PALEONTOLOGY, 1980, 54 (01) : 259 - 262
  • [10] A Context Manager for General-purpose Operating Systems
    Olsen, Diogo
    Maziero, Carlos
    2012 BRAZILIAN SYMPOSIUM ON COMPUTING SYSTEM ENGINEERING (SBESC 2012), 2012, : 157 - 160