Wireless Capsule Endoscopic Image Enhancement Method Based on Histogram Correction and Unsharp Masking in Wavelet Domain

被引:6
|
作者
Long, Mingzhu [1 ]
Xie, Xiang [1 ,2 ]
Li, Guolin [3 ]
Wang, Zhihua [1 ]
机构
[1] Tsinghua Univ, Inst Microelect, Beijing, Peoples R China
[2] Tsinghua Univ, Grad Sch Shenzhen, Shenzhen, Peoples R China
[3] Tsinghua Univ, Dept Elect Engn, Beijing, Peoples R China
关键词
wireless capsule endoscopy; image enhancement; logarithm transformation; histogram equalization; unsharp masking;
D O I
10.1109/newcas44328.2019.8961243
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to the limited illumination and complex environment in the gastrointestinal (GI) tract, endoscopic images are usually not clear enough to be interpreted by doctors or used for further processing. In order to solve this problem, a method based on histogram correction and unsharp masking in the wavelet domain is proposed in this paper, to improve the contrast and reveal details of endoscopic images. The HSI color space is adopted for color naturalness, and a logarithm based histogram correction method (LHCM) is proposed to improve the contrast and avoid aritifacts. Details are further enhanced by unsharp masking. Experimental results show that performance of the proposed method is better compared with the state-of-art methods. It can be applied to general images and have good effects as well.
引用
收藏
页数:4
相关论文
共 50 条
  • [21] Unsharp masking image enhancement the parallel algorithm based on cross-platform
    Song, Yupu
    Li, Cailin
    Xiao, Shiyang
    Xiao, Han
    Guo, Baoyun
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [22] The remote sensing image enhancement based on nonsubsampled contourlet transform and unsharp masking
    Pu, Xiaoting
    Jia, Zhenhong
    Wang, Liejun
    Hu, Yingjie
    Yang, Jie
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2014, 26 (03): : 742 - 747
  • [23] Enhancement of Low-Light Image using Homomorphic Filtering, Unsharp Masking, and Gamma Correction
    Yin, Tan Wan
    Subaramaniam, Kasthuri A. P.
    Bin Shibghatullah, Abdul Samad
    Mansor, Nur Farraliza
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (08) : 552 - 560
  • [24] Electronic portal image enhancement based on nonuniformity correction in wavelet domain
    Ghaempanah, Hanieh
    Tavakoli, Meysam
    Deevband, Mohammad Reza
    Alvar, Amin Asgharzadeh
    Najafi, Mohsen
    Kelley, Patrick
    MEDICAL PHYSICS, 2022, 49 (07) : 4599 - 4612
  • [25] A remote sensing image enhancement method using mean filter and unsharp masking in non-subsampled contourlet transform domain
    Liu, Lu
    Jia, Zhenhong
    Yang, Jie
    Kasabov, Nikola
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2017, 39 (02) : 183 - 193
  • [26] A Fusion of Cuckoo Search and Multiscale Adaptive Smoothing Based Unsharp Masking for Image Enhancement
    Maurya, Lalit
    Mahapatra, Prasant Kumar
    Kumar, Amod
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2019, 10 (03) : 151 - 174
  • [27] A Histogram Based Scheme in YIQ Domain for Automatic Bleeding Image Detection from Wireless Capsule Endoscopy
    Kundu, A. K.
    Rizve, M. N.
    Ghosh, T.
    Fattah, S. A.
    Shahnaz, C.
    2015 IEEE INTERNATIONAL WIE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (WIECON-ECE), 2015, : 455 - 458
  • [28] FUSESHARP: A MULTI-IMAGE FOCUS FUSION METHOD USING DISCRETE WAVELET TRANSFORM AND UNSHARP MASKING
    Trivedi, Gargi
    Sanghavi, Rajesh
    JOURNAL OF APPLIED MATHEMATICS & INFORMATICS, 2023, 41 (05): : 1115 - 1128
  • [29] Colour Image Enhancement Based On Wavelet Approximation Coefficient Histogram
    Baranitharan, K.
    Madane, S. Srinivasa Rao
    2013 INTERNATIONAL CONFERENCE ON CURRENT TRENDS IN ENGINEERING AND TECHNOLOGY (ICCTET), 2013, : 228 - 230
  • [30] Wireless Micro-Ball Endoscopic Image Enhancement Using Histogram Information
    Attar, Abdolrahman
    Xie, Xiang
    Zhang, Chun
    Wang, Zhihua
    Yue, Shigang
    2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 3337 - 3340