Medical Image Visual Appearance Improvement Using Bihistogram Bezier Curve Contrast Enhancement: Data from the Osteoarthritis Initiative

被引:9
作者
Gan, Hong-Seng [1 ]
Swee, Tan Tian [2 ]
Karim, Ahmad Helmy Abdul [3 ]
Sayuti, Khairil Amir [3 ]
Kadir, Mohammed Rafiq Abdul [4 ]
Tham, Weng-Kit [5 ]
Wong, Liang-Xuan [5 ]
Chaudhary, Kashif T. [6 ]
Ali, Jalil [6 ]
Yupapin, Preecha P. [7 ]
机构
[1] Univ Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Skudai 81310, Johor, Malaysia
[2] Univ Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Med Device & Technol Grp,Mat & Mfg Res Alliance, Skudai 81310, Johor, Malaysia
[3] Univ Sains Malaysia, Sch Med Sci, Dept Radiol, Kubang Kerian 16150, Kelantan, Malaysia
[4] Univ Teknol Malaysia, Fac Biosci & Med Engn, Med Device & Technol Grp, Skudai 81310, Johor, Malaysia
[5] Univ Teknol Malaysia, Fac Elect Engn, Dept Control Engn & Mechatron Engn, Skudai 81310, Johor, Malaysia
[6] Univ Teknol Malaysia, Nanotechnol Res Alliance, Inst Adv Photon Sci, Skudai 81310, Johor, Malaysia
[7] King Mongkuts Inst Technol Ladkrabang, Dept Phys, Ctr Adv Studies, Fac Sci, Bangkok 10520, Thailand
关键词
HISTOGRAM EQUALIZATION; ARTICULAR-CARTILAGE; QUANTITATIVE MRI;
D O I
10.1155/2014/294104
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Well-defined image can assist user to identify region of interest during segmentation. However, complex medical image is usually characterized by poor tissue contrast and low background luminance. The contrast improvement can lift image visual quality, but the fundamental contrast enhancement methods often overlook the sudden jump problem. In this work, the proposed bihistogram Bezier curve contrast enhancement introduces the concept of "adequate contrast enhancement" to overcome sudden jump problem in knee magnetic resonance image. Since every image produces its own intensity distribution, the adequate contrast enhancement checks on the image's maximum intensity distortion and uses intensity discrepancy reduction to generate Bezier transform curve. The proposed method improves tissue contrast and preserves pertinent knee features without compromising natural image appearance. Besides, statistical results from Fisher's Least Significant Difference test and the Duncan test have consistently indicated that the proposed method outperforms fundamental contrast enhancement methods to exalt image visual quality. As the study is limited to relatively small image database, future works will include a larger dataset with osteoarthritic images to assess the clinical effectiveness of the proposed method to facilitate the image inspection.
引用
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页数:13
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