Data Overloading in Medical Imaging: Emerging Issues, Challenges and Opportunities in Efficient Data Management

被引:5
作者
Ng, K. H. [1 ]
Faust, Oliver [2 ]
Sudarshan, Vidya [3 ]
Chattopadhyay, Subhagata [4 ]
机构
[1] Univ Malaya, Dept Biomed Imaging, Kuala Lumpur 50603, Malaysia
[2] Habib Univ, Sch Sci & Engn, Karachi 75350, Pakistan
[3] Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore
[4] Natl Inst Sci & Technol Palur Hills, Dept Comp Sci & Engn, Berhampur 761008, Orissa, India
关键词
Data Overloading; Medical Imaging; Systems Thinking; Workflow; Infrastructure; Data Management; DIFFUSION-TENSOR MRI; ANISOTROPIC WATER DIFFUSION; COMMUNICATION-SYSTEMS; INFRARED THERMOGRAPHY; DIGITAL RADIOGRAPHY; COMPUTED-TOMOGRAPHY; RADIOLOGY; FUTURE; DESIGN; CLASSIFICATION;
D O I
10.1166/jmihi.2015.1449
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Imaging techniques have gained tremendous popularity and pace in current trend of medical diagnostics. The key reason lies in the fact that such techniques extract clinical information with higher speed and accuracy compared to manual diagnosis by doctors. Moreover, the images serve as important records/evidences of diseases, hence the images are stored for the future use. However, among these advantages, there are growing issues with wide spread applications of imaging techniques. To be specific these issues are data (i) overloading, (ii) security/privacy, (iii) storage, (iv) transfer (especially, across institutes, regions, countries). In this paper we review the individual sources of medical image data. Based on this review, we discuss enabling technologies and present Computer-Aided Diagnosis (CAD) as well as data mining as coping strategies for the overwhelming amount of digital image data encountered in modern clinical work flows.
引用
收藏
页码:755 / 764
页数:10
相关论文
共 96 条
[1]   Symptomatic vs. Asymptomatic Plaque Classification in Carotid Ultrasound [J].
Acharya, Rajendra U. ;
Faust, Oliver ;
Alvin, A. P. C. ;
Sree, S. Vinitha ;
Molinari, Filippo ;
Saba, Luca ;
Nicolaides, Andrew ;
Suri, Jasjit S. .
JOURNAL OF MEDICAL SYSTEMS, 2012, 36 (03) :1861-1871
[2]   Cost-Effective and Non-Invasive Automated Benign & Malignant Thyroid Lesion Classification in 3D Contrast-Enhanced Ultrasound Using Combination of Wavelets and Textures: A Class of ThyroScan™ Algorithms [J].
Acharya, U. R. ;
Faust, O. ;
Sree, S. V. ;
Molinari, F. ;
Garberoglio, R. ;
Suri, J. S. .
TECHNOLOGY IN CANCER RESEARCH & TREATMENT, 2011, 10 (04) :371-380
[3]   Computer-Aided Diagnostic System for Detection of Hashimoto Thyroiditis on Ultrasound Images From a Polish Population [J].
Acharya, U. Rajendra ;
Sree, S. Vinitha ;
Krishnan, M. Muthu Rama ;
Molinari, Filippo ;
Zieleznik, Witold ;
Bardales, Ricardo H. ;
Witkowska, Agnieszka ;
Suri, Jasjit S. .
JOURNAL OF ULTRASOUND IN MEDICINE, 2014, 33 (02) :245-253
[4]   Understanding symptomatology of atherosclerotic plaque by image-based tissue characterization [J].
Acharya, U. Rajendra ;
Faust, Oliver ;
Sree, Vinitha S. ;
Alvin, A. P. C. ;
Krishnamurthi, Ganapathy ;
Seabra, Jose C. R. ;
Sanches, Joao ;
Suri, Jasjit S. .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2013, 110 (01) :66-75
[5]   ThyroScreen system: High resolution ultrasound thyroid image characterization into benign and malignant classes using novel combination of texture and discrete wavelet transform [J].
Acharya, U. Rajendra ;
Faust, Oliver ;
Sree, S. Vinitha ;
Molinari, Filippo ;
Suri, Jasjit S. .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2012, 107 (02) :233-241
[6]   An Accurate and Generalized Approach to Plaque Characterization in 346 Carotid Ultrasound Scans [J].
Acharya, U. Rajendra ;
Faust, Oliver ;
Sree, S. Vinitha ;
Molinari, Filippo ;
Saba, Luca ;
Nicolaides, Andrew ;
Suri, Jasjit S. .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2012, 61 (04) :1045-1053
[7]  
Acharya UR, 2011, IEEE ENG MED BIO, P4489, DOI 10.1109/IEMBS.2011.6091113
[8]   Addressing the coming radiology crisis -: The society for computer applications in radiology transforming the radiological interpretation process (TRIP™) initiative [J].
Andriole, KP ;
Morin, RL ;
Arenson, RL ;
Carrino, JA ;
Erickson, BJ ;
Horii, SC ;
Piraino, DW ;
Reiner, BI ;
Seibert, JA ;
Siegel, E .
JOURNAL OF DIGITAL IMAGING, 2004, 17 (04) :235-243
[9]  
[Anonymous], MULTIMODALITY ATHERO
[10]  
[Anonymous], 2008, OPEN MED IMAGING J