共 14 条
Multimodal Medical Image Fusion Based on Hybrid Bilateral Filter and Contrast Adjustment Model
被引:0
作者:

Zhang, Yingmei
论文数: 0 引用数: 0
h-index: 0
机构:
Jeonbuk Natl Univ, Dept Comp Sci & Engn, Jeonju, South Korea Jeonbuk Natl Univ, Dept Comp Sci & Engn, Jeonju, South Korea

Lee, Hyo Jong
论文数: 0 引用数: 0
h-index: 0
机构:
Jeonbuk Natl Univ, Dept Comp Sci & Engn, Jeonju, South Korea Jeonbuk Natl Univ, Dept Comp Sci & Engn, Jeonju, South Korea
机构:
[1] Jeonbuk Natl Univ, Dept Comp Sci & Engn, Jeonju, South Korea
来源:
2021 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND COMPUTATIONAL INTELLIGENCE (CSCI 2021)
|
2021年
关键词:
Image fusion;
hybrid bilateral filter;
contrast adjustment model;
QUALITY ASSESSMENT;
TRANSFORM;
D O I:
10.1109/CSCI54926.2021.00316
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
The purpose of multimodal medical image fusion (MMIF) is to integrate images of different modes with different details into a result image with rich information, which is convenient for doctors to accurately diagnose and treat the diseased tissues of patients. Encouraged by this aim, this paper proposes a novel method based on a hybrid bilateral filter (HBF) and contrast adjustment model. First, HBF is applied to decomposing the input images to obtain the structure layer and energy layer, which have the property of detail preservation. Then, two fusion rules based on structure tensor operator (STO) and contrast adjustment model are designed, which greatly improve the image performance from the perspective of balancing between information retention and enhancing contrast. Experiments demonstrate that the proposed method has superior performance compared with the state-of-the-art fusion methods.
引用
收藏
页码:1653 / 1656
页数:4
相关论文
共 14 条
[1]
A new automated quality assessment algorithm for image fusion
[J].
Chen, Yin
;
Blum, Rick S.
.
IMAGE AND VISION COMPUTING,
2009, 27 (10)
:1421-1432

Chen, Yin
论文数: 0 引用数: 0
h-index: 0
机构:
Lehigh Univ, ECE Dept, Bethlehem, PA 18015 USA Lehigh Univ, ECE Dept, Bethlehem, PA 18015 USA

Blum, Rick S.
论文数: 0 引用数: 0
h-index: 0
机构:
Lehigh Univ, ECE Dept, Bethlehem, PA 18015 USA Lehigh Univ, ECE Dept, Bethlehem, PA 18015 USA
[2]
Detail preserved fusion of visible and infrared images using regional saliency extraction and multi-scale image decomposition
[J].
Cui, Guangmang
;
Feng, Huajun
;
Xu, Zhihai
;
Li, Qi
;
Chen, Yueting
.
OPTICS COMMUNICATIONS,
2015, 341
:199-209

Cui, Guangmang
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China

Feng, Huajun
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China

Xu, Zhihai
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China

Li, Qi
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China

Chen, Yueting
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China Zhejiang Univ, State Key Lab Modern Opt Instrumentat, Hangzhou 310027, Zhejiang, Peoples R China
[3]
An overview of multi-modal medical image fusion
[J].
Du, Jiao
;
Li, Weisheng
;
Lu, Ke
;
Xiao, Bin
.
NEUROCOMPUTING,
2016, 215
:3-20

Du, Jiao
论文数: 0 引用数: 0
h-index: 0
机构:
Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China

Li, Weisheng
论文数: 0 引用数: 0
h-index: 0
机构:
Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China

Lu, Ke
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Coll Engn & Informat Technol, Beijing 100049, Peoples R China Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China

Xiao, Bin
论文数: 0 引用数: 0
h-index: 0
机构:
Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China
[4]
A new image fusion performance metric based on visual information fidelity
[J].
Han, Yu
;
Cai, Yunze
;
Cao, Yin
;
Xu, Xiaoming
.
INFORMATION FUSION,
2013, 14 (02)
:127-135

Han, Yu
论文数: 0 引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
Jiangsu Automat Res Inst, Lianyungang 222006, Peoples R China Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China

Cai, Yunze
论文数: 0 引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China

Cao, Yin
论文数: 0 引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China

Xu, Xiaoming
论文数: 0 引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
Shanghai Acad Syst Sci, Univ Shanghai Sci & Technol, Shanghai 200093, Peoples R China Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
[5]
Pixel-level image fusion: A survey of the state of the art
[J].
Li, Shutao
;
Kang, Xudong
;
Fang, Leyuan
;
Hu, Jianwen
;
Yin, Haitao
.
INFORMATION FUSION,
2017, 33
:100-112

Li, Shutao
论文数: 0 引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China

Kang, Xudong
论文数: 0 引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China

Fang, Leyuan
论文数: 0 引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China

Hu, Jianwen
论文数: 0 引用数: 0
h-index: 0
机构:
Changsha Univ Sci & Technol, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China

Yin, Haitao
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Coll Automat, Nanjing, Jiangsu, Peoples R China Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China
[6]
A general framework for image fusion based on multi-scale transform and sparse representation
[J].
Liu, Yu
;
Liu, Shuping
;
Wang, Zengfu
.
INFORMATION FUSION,
2015, 24
:147-164

Liu, Yu
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Dept Automat, Hefei 230026, Peoples R China Univ Sci & Technol China, Dept Automat, Hefei 230026, Peoples R China

Liu, Shuping
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Dept Automat, Hefei 230026, Peoples R China Univ Sci & Technol China, Dept Automat, Hefei 230026, Peoples R China

Wang, Zengfu
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Dept Automat, Hefei 230026, Peoples R China
Chinese Acad Sci, Inst Intelligent Machines, Hefei 230031, Peoples R China Univ Sci & Technol China, Dept Automat, Hefei 230026, Peoples R China
[7]
Multiscale Structure Tensor for Improved Feature Extraction and Image Regularization
[J].
Prasath, V. B. Surya
;
Pelapur, Rengarajan
;
Seetharaman, Guna
;
Palaniappan, Kannappan
.
IEEE TRANSACTIONS ON IMAGE PROCESSING,
2019, 28 (12)
:6198-6210

Prasath, V. B. Surya
论文数: 0 引用数: 0
h-index: 0
机构:
Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA
Univ Cincinnati, Dept Pediat, Cincinnati, OH 45229 USA
Univ Cincinnati, Coll Med, Dept Biomed Informat, Cincinnati, OH 45267 USA
Univ Cincinnati, Dept Elect Engn & Comp Sci, Cincinnati, OH 45221 USA Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA

Pelapur, Rengarajan
论文数: 0 引用数: 0
h-index: 0
机构:
Thermo Fisher Sci, Mat & Struct Anal, Houston, TX 77084 USA Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA

Seetharaman, Guna
论文数: 0 引用数: 0
h-index: 0
机构:
US Naval Res Lab, Adv Comp Concepts, Washington, DC 20375 USA Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA

Palaniappan, Kannappan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Computat Imaging & Visualizat Anal CiVA Lab, Dept Elect Engn & Comp Sci, Columbia, MO 65211 USA Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA
[8]
Fusion of multimodal medical images using Daubechies complex wavelet transform - A multiresolution approach
[J].
Singh, Rajiv
;
Khare, Ashish
.
INFORMATION FUSION,
2014, 19
:49-60

Singh, Rajiv
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Allahabad, Dept Elect & Commun, Allahabad 211002, Uttar Pradesh, India Univ Allahabad, Dept Elect & Commun, Allahabad 211002, Uttar Pradesh, India

Khare, Ashish
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Allahabad, Dept Elect & Commun, Allahabad 211002, Uttar Pradesh, India Univ Allahabad, Dept Elect & Commun, Allahabad 211002, Uttar Pradesh, India
[9]
Image quality assessment: From error visibility to structural similarity
[J].
Wang, Z
;
Bovik, AC
;
Sheikh, HR
;
Simoncelli, EP
.
IEEE TRANSACTIONS ON IMAGE PROCESSING,
2004, 13 (04)
:600-612

Wang, Z
论文数: 0 引用数: 0
h-index: 0
机构: NYU, Howard Hughes Med Inst, Ctr Neural Sci, New York, NY 10012 USA

Bovik, AC
论文数: 0 引用数: 0
h-index: 0
机构: NYU, Howard Hughes Med Inst, Ctr Neural Sci, New York, NY 10012 USA

Sheikh, HR
论文数: 0 引用数: 0
h-index: 0
机构: NYU, Howard Hughes Med Inst, Ctr Neural Sci, New York, NY 10012 USA

Simoncelli, EP
论文数: 0 引用数: 0
h-index: 0
机构: NYU, Howard Hughes Med Inst, Ctr Neural Sci, New York, NY 10012 USA
[10]
Objective image fusion performance measure
[J].
Xydeas, CS
;
Petrovic, V
.
ELECTRONICS LETTERS,
2000, 36 (04)
:308-309

Xydeas, CS
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Lancaster, Dept Commun Syst, Lancaster LA1 4YR, England Univ Lancaster, Dept Commun Syst, Lancaster LA1 4YR, England

Petrovic, V
论文数: 0 引用数: 0
h-index: 0
机构: Univ Lancaster, Dept Commun Syst, Lancaster LA1 4YR, England