A novel spatial-frequency filtering scheme for X-ray angiograms with simultaneous denoising and enhancement

被引:0
|
作者
Huang, Zhenghua [1 ]
Chen, Liang [2 ]
Fang, Hao [3 ]
Zhang, Tianxu [4 ]
机构
[1] Wuhan Inst Technol, Wuhan, Peoples R China
[2] Wuhan EasyDiag BioMed CoLTD, Wuhan, Peoples R China
[3] Wuhan Donghu Univ, Wuhan, Peoples R China
[4] Huazhong Univ Sci & Technol, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
X-ray angiograms; spatial-frequency filtering; image enhancement; image denoising;
D O I
10.1117/12.2538950
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
X-ray angiograms, which suffer from low-contrast and noise, need to be improved by both the image enhancement and denoising techniques. However, the goals of these two tasks usually conflict, which makes it difficult to efficiently combine the enhancement and denoising in one scheme. To solve this problem, we propose a novel spatial-frequency filtering (SFF) scheme to simultaneously enhance and denoise low-quality X-ray cardiovascular angiogram images. The proposed scheme includes three key components: Firstly, a relative total variation method is employed as a guide filter to separate an input image into two parts, including the base layer with strong structures and the detail layer with weak structures and noise. Then the base layer is enhanced by a proposed improved histogram equalization (IHE) method while the detail layer is extracted by a short-time Fourier transform and is further enhanced by using a proposed adaptive correction parameter. Finally, the improved image is the combination of results obtained by the two components. Both quantitative and qualitative results of experiments on real-world low-quality X-ray angiogram images demonstrate that the proposed method outperforms the state-of-the-arts in terms of contrast enhancement, structure preservation, and noise reduction.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Automatic online layer separation for vessel enhancement in X-ray angiograms for percutaneous coronary interventions
    Ma, Hua
    Hoogendoorn, Ayla
    Regar, Evelyn
    Niessen, Wiro J.
    van Walsum, Theo
    MEDICAL IMAGE ANALYSIS, 2017, 39 : 145 - 161
  • [22] Structural Enhancement of Digital X-ray Image of Bone with a Suitable Denoising Technique
    Kundu, Raka
    2013 INDIAN CONFERENCE ON MEDICAL INFORMATICS AND TELEMEDICINE (ICMIT 2013), 2013, : 17 - 22
  • [23] A spatial filtering algorithm in low frequency wavelet domain for X-ray inspection image de-noising
    Lv, Weiwen
    Wang, Peng
    An, Bing
    Wang, Qiangxiang
    Wu, Yiping
    2013 14TH INTERNATIONAL CONFERENCE ON ELECTRONIC PACKAGING TECHNOLOGY (ICEPT), 2013, : 950 - 953
  • [24] Real-time wavelet denoising with edge enhancement for medical x-ray imaging
    Luo, Gaoyong
    Osypiw, David
    Hudson, Chris
    REAL-TIME IMAGE PROCESSING 2006, 2006, 6063
  • [25] A 2-CASCADED FILTERING METHOD FOR THE ENHANCEMENT OF X-RAY CT IMAGE
    ZHANG, SJ
    KAWASIMA, T
    AOKI, Y
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1993, E76D (12) : 1500 - 1509
  • [26] Spatial Frequency Spectrum of the X-Ray Scatter Distribution in CBCT
    Bootsma, G.
    Verhaegen, F.
    Jaffray, D.
    MEDICAL PHYSICS, 2011, 38 (06)
  • [27] Resolution enhancement via guided filtering for spatial-frequency multiplexing single-shot high-speed imaging
    Li, Hang
    Li, YaHui
    Sun, BoNan
    He, Kai
    Gao, GuiLong
    Chen, Ping
    Song, WenYan
    Wang, Xing
    Tian, JinShou
    OPTICS EXPRESS, 2023, 31 (21) : 34074 - 34087
  • [28] Spatial X-ray detection system based on simultaneous communication and radar
    Ma Weihong
    Li Yao
    Sheng Lizhi
    Su Tong
    Zhang Yingjun
    Liu Jiani
    Xia Fangyuan
    Tan Zhenkun
    Zhang Furui
    Chen Rui
    INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2021, 35 (30):
  • [29] Novel Background Removing Scheme for X-Ray Imaging System
    Li, Xun
    Kim, YoungJu
    SENSOR LETTERS, 2012, 10 (5-6) : 1345 - 1349
  • [30] Spatial Resolution Enhancement of Neutron Radiogram by Cooperating with X-ray Radiography
    Hasemi, H.
    Kamiyana, T.
    Sato, H.
    Kino, K.
    Nakajima, K.
    2016 IEEE NUCLEAR SCIENCE SYMPOSIUM, MEDICAL IMAGING CONFERENCE AND ROOM-TEMPERATURE SEMICONDUCTOR DETECTOR WORKSHOP (NSS/MIC/RTSD), 2016,