寫在前面的話:
之前寫過兩篇博文,針對性地整理彙總了多聚焦圖像融合和紅外與可見光圖像融合的算法。之所以這樣分類,是基於論文的標題和內容中明確指出了所處理的圖像類型。
而本篇博文主要整理那些論文標題中未明確指出所處理的圖像對象。換句話說,作者提出的算法既可以處理多聚焦圖像,也可以處理紅外與可見光等多模態圖像(包括醫學圖像融合)(當然,這些也可以在論文的實驗部分看到),多曝光圖像等。
整理這些的初衷,是爲了方便自己,順便也給同領域的研究者在找代碼等方面提供些許便利。另外,該領域的文章很多,本篇博文也只是整理了其中的一部分,並且,本人不會對論文內容做過多評論。
【2019】
1、文章:A survey on region based image fusion methods 【綜述文章】
Paper:https://doi.org/10.1016/j.inffus.2018.07.010
作者:Bikash Meher, Sanjay Agrawal, Rutuparna Panda, Ajith Abraham
【2018】
1、文章:Deep learning for pixel-level image fusion: Recent advances and future prospects 【綜述文章】【深度學習】
Paper:https://doi.org/10.1016/j.inffus.2017.10.007
作者:
劉羽,合肥工業大學講師。碩導。
主頁:
http://www.escience.cn/people/liuyu1/index.html(科研在線 科研主頁)
https://sites.google.com/site/yuliu316316/(Google學術主頁)
陳勳,中國科學技術大學,教授,博導。
主頁:
http://staff.ustc.edu.cn/~xunchen/Chinese.htm(中文主頁)
http://staff.ustc.edu.cn/~xunchen/
https://scholar.google.com.hk/citations?user=aBnUWyQAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
汪增福,中國科學技術大學教授,博導。
主頁:https://scholar.google.com.hk/citations?user=uDtOVBAAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
Rabab Ward,the University of British Columbia,Canada
主頁:http://ipl.ece.ubc.ca(學校個人主頁)
https://scholar.google.com.hk/citations?hl=zh-CN&user=dqsw1u8AAAAJ&view_op=list_works&sortby=pubdate(Google學術主頁)
2、文章:Medical image fusion with parameter-adaptive pulse coupled neural network in nonsubsampled shearlet transform domain
Paper:https://ieeexplore.ieee.org/document/8385209(DOI: 10.1109/TIM.2018.2838778)
Code:http://www.escience.cn/people/liuyu1/Codes.html
作者:劉羽,合肥工業大學講師。碩導。
3、文章:Image Fusion through Deep Convolutional Neural Network and Laplacian Pyramid(點擊下載文章) 【CNN】【深度學習】
作者:B. Asha Latha, M. Babu Reddy, Krishna University, Machilipatnam, India
4、文章:Sparse representation based multi-sensor image fusion for multi-focus and multi-modality images: A review 【綜述文章】
Paper:https://doi.org/10.1016/j.inffus.2017.05.006
作者:張強,西安電子科技大學機電工程學院。
5、文章:Structure-aware image fusion
Cite as:
Wen L , Yuange X , Haole Z , et al. Structure-aware image fusion[J]. Optik, 2018, 172:1-11.
Paper:https://doi.org/10.1016/j.ijleo.2018.06.123
Code:https://github.com/kunzhan/Structure-Aware_Image_Fusion
作者:綻琨,蘭州大學。
主頁:https://kunzhan.github.io
GitHub地址:https://github.com/kunzhan
6、文章:Convolutional neural network-based multimodal image fusion via similarity learning in the shearlet domain 【CNN】【深度學習】
Paper:https://doi.org/10.1007/s00521-018-3441-1
作者:Haithem Hermessi,Olfa Mourali, Ezzeddine Zagrouba
7、文章:Scale-Invariant Structure Saliency Selection for Fast Image Fusion
Paper:https://arxiv.org/abs/1810.12553
https://www.researchgate.net/publication/328627579_Scale-Invariant_Structure_Saliency_Selection_for_Fast_Image_Fusion
作者:Yixiong Liang(梁毅雄),中南大學
主頁:https://sites.google.com/site/liangyixiong/
【2017】
1、文章:Pixel-level image fusion: A survey of the state of the art【綜述文章】
Cite as:
Li S , Kang X , Fang L , et al. Pixel-level image fusion: A survey of the state of the art[J]. Information Fusion, 2017, 33:100-112.
Paper:https://doi.org/10.1016/j.inffus.2016.05.004
作者:
李樹濤,湖南大學。教授,博導。(http://gra.hnu.edu.cn/dsdw/jcrc/zjxztpjs.htm,大牛的主頁進不去)
康旭東,湖南大學博士。導師:李樹濤。
主頁:http://xudongkang.weebly.com
方樂緣,湖南大學博士, 副教授,博士生導師。導師:李樹濤。
主頁:http://www.escience.cn/people/LeyuanFang/index.html(科研在線 科研主頁)
胡建文,長沙理工大學電氣與信息工程學院。
主頁:http://www.csust.edu.cn/dq/info/1084/4094.htm(教師主頁)
尹海濤,南京郵電大學。
主頁:http://yjs.njupt.edu.cn/epstar/web/outer/dsfc_ny_.jsp?dsgh=20130018(教師主頁)
2、文章:Simultaneous image fusion and denosing with adaptive sparse representation
Cite as:
Yu Liu, Zengfu Wang, Simultaneous image fusion and denosing with adaptive sparse representation, IET Image Processing, 9(5): 347-357, 2015.
Paper:https://ieeexplore.ieee.org/abstract/document/7095698(DOI: 10.1049/iet-ipr.2014.0311)
Code:http://www.escience.cn/people/liuyu1/Codes.html
作者:劉羽,合肥工業大學講師。碩導。
主頁:
http://www.escience.cn/people/liuyu1/index.html(科研在線 科研主頁)
https://sites.google.com/site/yuliu316316/(Google學術主頁)
3、文章:A medical image fusion method based on convolutional neural networks 【深度學習】
Cite as:
Yu Liu, Xun Chen, Juan Cheng,Hu Peng, “A medical image fusion method based on convolutional neural networks”, 20th International Conferenceon Information Fusion (ICIF), Xi’an, China, July 10-13, 2017, pp.1070-1076.
Paper:https://ieeexplore.ieee.org/document/8009769/(DOI: 10.23919/ICIF.2017.8009769)
Code:http://www.escience.cn/people/liuyu1/Codes.html(劉羽)
【2016】
1、文章:Image fusion with convolutional sparse representation 【CSR】
Cite as:
Yu Liu, Xun Chen, Rabab Ward, Z. Jane Wang, Image fusion with convolutional sparse representation, IEEE Signal Processing Letters, 23(12): 1882-1886, 2016.
Paper:https://ieeexplore.ieee.org/document/7593316(DOI: 10.1109/LSP.2016.2618776)
Code:http://www.escience.cn/people/liuyu1/Codes.html
作者:劉羽,合肥工業大學講師。碩導。中科大博士,導師:汪增福。
主頁:
http://www.escience.cn/people/liuyu1/index.html(科研在線 科研主頁)
https://sites.google.com/site/yuliu316316/(Google學術主頁)
2、文章:Joint patch clustering-based dictionary learning for multimodal image fusion 【JCPD】
Paper:https://doi.org/10.1016/j.inffus.2015.03.003
作者:Minjae Kim,David K. Han,Hanseok Ko
3、文章:Image fusion via nonlocal sparse K-SVD dictionary learning 【SR】【字典學習】
Paper:https://www.osapublishing.org/ao/abstract.cfm?uri=ao-55-7-1814(DOI:10.1364/AO.55.001814)
作者:Ying Li, Fangyi Li, Bendu Bai, and Qiang Shen(西北工業大學)
4、文章:Remote Sensing Image Fusion with Convolutional Neural Network 【CNN】【遙感圖像融合】
Paper:https://link.springer.com/article/10.1007%2Fs11220-016-0135-6
【2015】
1、文章:A general framework for image fusion based on multi-scale transform and sparse representation(點擊下載文章) 【MST-SR】
Cite as:
Yu Liu, Shuping Liu, Zengfu Wang, A general framework for image fusion based on multi-scale transform and sparse representation,Information Fusion, 24: 147-164, 2015.
Paper:https://doi.org/10.1016/j.inffus.2014.09.004
Code:http://www.escience.cn/people/liuyu1/Codes.html
(本文的代碼中也包含了傳統經典的基於多尺度分解的圖像融合算法代碼。內容豐富。)
作者:
劉羽,合肥工業大學講師。碩導。中科大博士,導師:汪增福。
主頁:
http://www.escience.cn/people/liuyu1/index.html(科研在線 科研主頁)
https://sites.google.com/site/yuliu316316/(Google學術主頁)
汪增福
Google學術主頁:https://scholar.google.com.hk/citations?user=uDtOVBAAAAAJ&hl=zh-CN&oi=sra
2、文章:Simultaneous image fusion and denosing with adaptive sparse representation 【ASR】
Cite as:
Yu Liu, Zengfu Wang, Simultaneous image fusion and denosing with adaptive sparse representation, IET Image Processing, 9(5): 347-357, 2015.
Paper:https://ieeexplore.ieee.org/abstract/document/7095698
(DOI: 10.1049/iet-ipr.2014.0311)
Code:http://www.escience.cn/people/liuyu1/Codes.html(劉羽)
3、文章:Sparse representation with learned multiscale dictionary for image fusion
Paper:https://doi.org/10.1016/j.neucom.2014.07.003
作者:尹海濤,南京郵電大學。
學校主頁:http://yjs.njupt.edu.cn/epstar/web/outer/dsfc_ny_.jsp?dsgh=20130018
【2014】
1、文章:Visual attention guided image fusion with sparse representation
Paper:https://doi.org/10.1016/j.ijleo.2014.04.036
作者:楊斌,李樹濤,湖南大學。
楊斌,南華大學電氣工程學院,湖南大學博士(導師:李樹濤)
主頁:http://tutor.eol.cn/web/school/info?school_id=73&dsid=955(教師主頁)
2、文章:Multimodal image fusion via sparse representation with local patch dictionaries 【LPD】
Paper:https://ieeexplore.ieee.org/document/6738268/
作者:Minjae Kim,David K. Han,Hanseok Ko
3、文章:Medical image fusion: A survey of the state of the art 【綜述文章】【醫學圖像融合】
Paper:https://doi.org/10.1016/j.inffus.2013.12.002
作者:Alex PappachenJames,Belur V.Dasarathy
Belur V.Dasarathy
主頁:
https://scholar.google.com/citations?user=qiWt7LEAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
http://belur.tripod.com/index.html
4、文章:Hybrid DDCT-PCA based multi sensor image fusion(點擊下載文章)
Paper:https://link.springer.com/article/10.1007/s12596-013-0148-7
Code:https://ww2.mathworks.cn/matlabcentral/fileexchange/46169-directional-discrete-cosine-transform-and-principal-component-analysis-based-image-fusion
作者:VPS Naidu(發表了多篇圖像融合論文)
主頁:https://scholar.google.com/citations?user=pdAZ1wsAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
代碼網址:https://ww2.mathworks.cn/matlabcentral/fileexchange/?term=authorid%3A104729(該網頁內作者提供了多個經典圖像融合算法的代碼)
【2013】
1、文章:Simultaneous image fusion and super-resolution using sparse representation
Cite as:
Yin H , Li S , Fang L . Simultaneous image fusion and super-resolution using sparse representation[J]. Information Fusion, 2013, 14(3):229-240.
Paper:https://doi.org/10.1016/j.inffus.2012.01.008
作者:尹海濤,李樹濤,方樂緣,湖南大學。
李樹濤,湖南大學,教授,博導。
主頁:https://scholar.google.com/citations?user=PlBq8n8AAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
2、文章:Image fusion with guided filtering(點擊下載文章) 【GFF】
Cite as:
S hutao Li, Xudong Kang and Jianwen Hu, Image fusion with guided filtering, IEEE Transactions on Image Processing, vol. 22, no. 7, pp. 2864-2875, July, 2013
Code:http://xudongkang.weebly.com(作者主頁內可找到,解壓密碼:LIvoJeaimnniTgain)
作者:
康旭東,湖南大學博士(導師:李樹濤)
主頁:http://xudongkang.weebly.com
李樹濤,湖南大學,教授,博導。
主頁:https://scholar.google.com/citations?user=PlBq8n8AAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
3、文章:Dictionary learning method for joint sparse representation-based image fusion(點擊下載文章) 【JSR】
Paper:https://doi.org/10.1117/1.OE.52.5.057006
作者:Qiheng Zhang,Yuli Fu,Haifeng Li,Jian Zou,華南理工大學電子信息學院。
4、文章:A Neuro-Fuzzy Approach for Medical Image Fusion 【醫學圖像融合】
Paper:https://ieeexplore.ieee.org/abstract/document/6603271
(DOI: 10.1109/TBME.2013.2282461)
Code:https://drive.google.com/file/d/0Bxq5-QWgPHedWXcxTzBGVkMtejQ/view
作者:
Sudeb Das
主頁:https://sites.google.com/site/wodrsdas/publica(該作者做了許多醫學圖像方面的研究)
https://scholar.google.com/citations?user=viK7TRUAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
Malay Kumar Kundu
主頁:https://www.isical.ac.in/~malay/
https://scholar.google.com/citations?user=0589ICUAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
5、文章:Image fusion based on pixel significance using cross bilateral filter 【CBF】
Paper:http://dx.doi.org/10.1007/s11760-013-0556-9(DOI:10.1007/s11760-013-0556-9)
Code:https://sites.google.com/view/shreyamsha/research/image-fusion/image-fusion-using-CBF 或者:
https://ww2.mathworks.cn/matlabcentral/fileexchange/43781-image-fusion-based-on-pixel-significance-using-cross-bilateral-filter
作者:B. K. Shreyamsha Kumar
主頁:https://sites.google.com/view/shreyamsha
https://ccc.glgoo.top/citations?user=jX5csycAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
6、文章:Multifocus and Multispectral Image Fusion based on Pixel Significance using Discrete Cosine Harmonic Wavelet Transform 【DCHWT】
Paper:(DOI:10.1007/s11760-012-0361-x)
Code:https://sites.google.com/view/shreyamsha/research/image-fusion/image-fusion-using-DCHWT 或者:
作者:B. K. Shreyamsha Kumar
主頁:https://sites.google.com/view/shreyamsha
https://ccc.glgoo.top/citations?user=jX5csycAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
【2012】
1、文章:Group-sparse representation with dictionary learning for medical image denoising and fusion 【GSR】
Cite as:
Li, Shutao and Yin, Haitao and Fang, Leyuan. Biomedical Engineering, IEEE Transactions on: 2012 ,59(12) ,3450--3459
Paper:https://ieeexplore.ieee.org/document/6296694
作者:李樹濤,尹海濤,方樂緣,湖南大學。
2、文章:Pixel-level image fusion with simultaneous orthogonal matching pursuit 【SOMP】
Paper:https://doi.org/10.1016/j.inffus.2010.04.001
作者:楊斌,李樹濤,湖南大學。
3、文章:Image fusion using higher order singular value decomposition 【HOSVD】
Paper:https://ieeexplore.ieee.org/abstract/document/6126030
(DOI: 10.1109/TIP.2012.2183140)
作者:Junli Liang,Yang He(賀洋),Ding Liu(劉丁),西安理工大學自動化與信息工程學院
賀洋,Max Planck Institute for Informatics博士。
主頁:
https://scholar.google.com/citations?user=OaAO-aIAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
https://www.mpi-inf.mpg.de/departments/computer-vision-and-multimodal-computing/people/yang-he/
4、文章:NSCT-based multimodal medical image fusion using pulse-coupled neural network and modified spatial frequency(點擊下載文章) 【醫學圖像融合】
Paper:https://link.springer.com/article/10.1007/s11517-012-0943-3
Code:https://drive.google.com/file/d/0Bxq5-QWgPHedUXo0VzdGbWxZa3c/view
作者:
Sudeb Das
主頁:https://sites.google.com/site/wodrsdas/publica(該作者做了許多醫學圖像方面的研究)
https://scholar.google.com/citations?user=viK7TRUAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
Malay Kumar Kundu
主頁:https://www.isical.ac.in/~malay/
https://scholar.google.com/citations?user=0589ICUAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
【2011】
1、文章:Multimodal image fusion with joint sparsity model 【JSR】
Paper:https://doi.org/10.1117/1.3584840
附:Joint sparsity model improves multimodal image fusion
作者:尹海濤,李樹濤,湖南大學。
2、文章:Image Features Extraction and Fusion Based on Joint Sparse Representation 【JSR】
Paper:https://ieeexplore.ieee.org/document/5709967
作者:
餘南南,江蘇師範大學教師,大連理工大學博士(導師:邱天爽)
邱天爽,大連理工大學教授,博導。
教師個人主頁:http://faculty.dlut.edu.cn/qiutsh/zh_CN/index.htm
3、文章:Image fusion technique using multi-resolution singular value decomposition(點擊下載文章) 【MSVD】
Paper:https://nal-ir.nal.res.in/11320/
Code:https://ww2.mathworks.cn/matlabcentral/fileexchange/38802-image-fusion-technique-using-multi-resolution-singular-value-decomposition(代碼包中包含了論文原文)
作者:VPS Naidu(發表了多篇圖像融合論文)
主頁:https://scholar.google.com/citations?user=pdAZ1wsAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
代碼網址:https://ww2.mathworks.cn/matlabcentral/fileexchange/?term=authorid%3A104729(該網頁內作者提供了多個經典圖像融合算法的代碼)
4、文章:Generalized Random Walks for Fusion of Multi-Exposure Images 【多曝光圖像融合】
Paper:https://ieeexplore.ieee.org/abstract/document/5762601
(DOI: 10.1109/TIP.2011.2150235)
Code:https://sites.ualberta.ca/~rshen/papers/tip11/
作者:
Rui Shen
https://sites.ualberta.ca/~rshen/
https://scholar.google.com/citations?user=LOBosaUAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
https://sites.ualberta.ca/~rshen/projects/if/index.html(該網頁是作者Rui Shen的圖像融合項目網頁)
Jianbo Shi
https://scholar.google.com/citations?user=Sm14jYIAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
Anup Basu
https://scholar.google.com/citations?user=x8Nn-jQAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
【2008】
1、文章:Image Fusion Algorithm Based on Spatial Frequency-Motivated Pulse Coupled Neural Networks in Nonsubsampled Contourlet Transform Domain
Paper:https://doi.org/10.1016/S1874-1029(08)60174-3(DOI:10.1016/S1874-1029(08)60174-3)
Code:http://csrc.xmu.edu.cn(網頁內——‘software’欄目內,最下面找到本文題目,點擊進去。貌似鏈接失效了。可以去該網頁下,找到“Toolbox for High quality multi-focus image fusion using self-similarity and depth information”,下載代碼包,裏面包含了我們要找的本文的代碼。)
作者:屈小波,廈門大學。
【2007】
1、文章:A novel image fusion algorithm based on bandelet transform
Paper:https://www.osapublishing.org/col/abstract.cfm?uri=col-5-10-569
作者:Xiaobo Qu(屈小波), Jingwen Yan(閆敬文), Guofu Xie(謝國富), Ziqian Zhu, and Bengang Chen
屈小波,廈門大學,副教授,博導
主頁:
http://csrc.xmu.edu.cn/xiaobo/index_cn.html
https://esci.xmu.edu.cn/e6/48/c9602a190024/page.psp
https://scholar.google.com/citations?user=JXw9c2sAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
謝國富, University of Montreal(蒙特利爾大學)
主頁:http://lcs.ios.ac.cn/~guofu/
https://scholar.google.com/citations?user=6LT9mQYAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
【2003】
1、文章:A general framework for multiresolution image fusion: from pixels to regions【綜述文章】【關於傳統的多分辨率的圖像融合】
Paper:https://doi.org/10.1016/S1566-2535(03)00046-0
作者:Gemma Piella
主頁:https://scholar.google.com/citations?user=Q6zjCpsAAAAJ&hl=zh-CN&oi=sra(Google學術主頁)
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PS:早期的代碼中用到的某些函數可能隨着MATLAB版本的升級更新,會被刪掉,導致運行錯誤。解決辦法就是在自己電腦上保留着低版本的MATLAB。然後用到哪個函數,複製出來粘貼到代碼文件夾裏。
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原文:https://blog.csdn.net/shitao99/article/details/85215086