Citation: | WU Lingxiao, KANG Jiayin, JI Yunxiang. Infrared and Visible Image Fusion Based on Guided Filter and Sparse Representation in NSST Domain[J]. Infrared Technology , 2023, 45(9): 915-924. |
[1] |
MA J, MA Y, LI C. Infrared and visible image fusion methods and applications: a survey[J]. Information Fusion, 2019, 45: 153-178. DOI: 10.1016/j.inffus.2018.02.004
|
[2] |
LIU Y P, JIN J, WANG Q, et al. Region level based multi-focus image fusion using quaternion wavelet and normalized cut[J]. Signal Processing, 2014, 97: 9-30. DOI: 10.1016/j.sigpro.2013.10.010
|
[3] |
Toet A. Image fusion by a ratio of low-pass pyramid[J]. Pattern Recognition Letters, 1989, 9(4): 245-253. DOI: 10.1016/0167-8655(89)90003-2
|
[4] |
Choi M, Kim R Y, Nam M R, et al. Fusion of multispectral and panchromatic satellite images using the curvelet transform[J]. IEEE Geoscience and Remote Sensing Letters, 2005, 2(2): 136-140. DOI: 10.1109/LGRS.2005.845313
|
[5] |
Easley G, Labate D, Lim W Q. Sparse directional image representations using the discrete shearlet transform[J]. Applied and Computational Harmonic Analysis, 2008, 25(1): 25-46. DOI: 10.1016/j.acha.2007.09.003
|
[6] |
康家银, 陆武, 张文娟. 融合NSST和稀疏表示的PET和MRI图像融合[J]. 小型微型计算机系统, 2019, 40(12): 2506-2511. https://www.cnki.com.cn/Article/CJFDTOTAL-XXWX201912006.htm
KANG J Y, LU W, ZHANG W J. Fusion of PET and MRI images using non-subsampled shearlet transform combined with sparse representation[J]. Journal of Chinese Computer Systems. 2019, 40(12): 2506-2511. https://www.cnki.com.cn/Article/CJFDTOTAL-XXWX201912006.htm
|
[7] |
LIU Z W, FENG Y, CHEN H, et al. A fusion algorithm for infrared and visible based on guided filtering and phase congruency in NSST domain[J]. Optics and Lasers in Engineering, 2017, 97: 71-77. DOI: 10.1016/j.optlaseng.2017.05.007
|
[8] |
董安勇, 杜庆治, 苏斌, 等. 基于卷积神经网络的红外与可见光图像融合[J]. 红外技术, 2020, 42(7): 660-669. http://hwjs.nvir.cn/article/id/hwjs202007009
DONG A Y, DU Q Z, SU B, et al. Infrared and visible image fusion based on convolutional neural network[J]. Infrared Technology, 2020, 42(7): 660-669. http://hwjs.nvir.cn/article/id/hwjs202007009
|
[9] |
叶坤涛, 李文, 舒蕾蕾, 等. 结合改进显著性检测与NSST的红外与可见光图像融合方法[J]. 红外技术, 2021, 43(12): 1212-1221. http://hwjs.nvir.cn/article/id/bfd9f932-e0bd-4669-b698-b02d42e31805
YE K T, LI W, SHU L L, et al. Infrared and visible image fusion method based on improved saliency detection and non-subsampled shearlet transform[J]. Infrared Technology, 2021, 43(12): 1212-1221. http://hwjs.nvir.cn/article/id/bfd9f932-e0bd-4669-b698-b02d42e31805
|
[10] |
王晓娜, 潘晴, 田妮莉. 基于NSST-DWT-ICSAPCNN的多模态图像融合算法[J]. 红外技术, 2022, 44(5): 497-503. http://hwjs.nvir.cn/article/id/0644931d-58ad-4bbd-a752-5f4bbd2061e1
WANG X N, PAN Q, TIAN N L. Multi-modality image fusion algorithm based on NSST-DWT-ICSAPCNN[J]. Infrared Technology, 2022, 44(5): 497-503. http://hwjs.nvir.cn/article/id/0644931d-58ad-4bbd-a752-5f4bbd2061e1
|
[11] |
常莉红. 基于剪切波变换和稀疏表示理论的图像融合方法[J]. 中山大学学报: 自然科学版, 2017, 56(4): 16-19. https://www.cnki.com.cn/Article/CJFDTOTAL-ZSDZ201704003.htm
CHANG L H. Fusion method based on shearlet transform and sparse representation[J]. Acta Scientiarum Naturalium Universitatis Sunyatsen, 2017, 56(4): 16-19. https://www.cnki.com.cn/Article/CJFDTOTAL-ZSDZ201704003.htm
|
[12] |
王相海, 邢俊宇, 王鑫莹, 等. 基于剪切波和低秩稀疏表示的噪声图像融合算法研究[J]. 辽宁师范大学学报: 自然科学版, 2022, 45(2): 191-200. https://www.cnki.com.cn/Article/CJFDTOTAL-LNSZ202202008.htm
WANG X H, XING J Y, WANG X Y, et al. Noisy image fusion algorithm based on shearlet and low-rank sparse representation[J]. Journal of Liaoning Normal University (Natural Science Edition), 2022, 45(2): 191-200. https://www.cnki.com.cn/Article/CJFDTOTAL-LNSZ202202008.htm
|
[13] |
吴月. 基于非下采样剪切波变换和稀疏表示的图像融合算法研究[D]. 北京: 北京交通大学, 2018.
WU Y. Image Fusion Algorithm Based on Sparse Representation and Non-Subsampled Shearlet Transform[D]. Beijing: Beijing Jiaotong University, 2018.
|
[14] |
HE K M, SUN J, TANG X O. Guided image filtering[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2013, 35(6): 1397-1409. DOI: 10.1109/TPAMI.2012.213
|
[15] |
ZHANG Q, SHEN X, XU L, et al. Rolling guidance filter[C]//13th European Conference on Computer Vision, 2014: 815-830.
|
[16] |
MA J L, ZHOU Z Q, WANG B, et al. Infrared and visible image fusion based on visual saliency map and weighted least square optimization[J]. Infrared Physics & Technology, 2017, 82: 8-17.
|
[17] |
Aharon M, Elad M, Bruckstein A. K-SVD: an algorithm for designing overcomplete dictionaries for sparse representation[J]. IEEE Transactions on Signal Processing, 2006, 54(11): 4311-4322. DOI: 10.1109/TSP.2006.881199
|
[18] |
YANG B, LI S T. Multifocus image fusion and restoration with sparse representation[J]. IEEE Transactions on Instrumentation and Measurement, 2010, 59(4): 884-892. DOI: 10.1109/TIM.2009.2026612
|
[19] |
LI H, Manjunath B S, Mitra S K. Multisensor image fusion using the wavelet transform[J]. Graphical Models and Image Processing, 1995, 57(3): 235-245.
|
[20] |
MA J Y, CHEN C, LI C, et al. Infrared and visible image fusion via gradient transfer and total variation minimization[J]. Information Fusion, 2016, 31: 100-109.
|
[21] |
LIU Y, WANG Z F. Simultaneous image fusion and denoising with adaptive sparse representation[J]. IET Image Processing, 2015, 9(5): 347-357.
|
[22] |
LI S T, KANG X D, HU J W. Image fusion with guided filtering[J]. IEEE Transactions on Image Processing, 2013, 22(7): 2864-2875.
|
[23] |
LIU Y, LIU S P, WANG Z F. A general framework for image fusion based on multi-scale transform and sparse representation[J]. Information Fusion, 2015, 24: 147-164.
|
[24] |
LIU Y, CHEN X, Ward R K, et al. Image fusion with convolutional sparse representation[J]. IEEE Signal Processing Letters, 2016, 23(12): 1882-1886.
|
[25] |
SHEN Y, NA J, WU Z D, et al. Tetrolet transform images fusion algorithm based on fuzzy operator[J]. Journal of Frontiers of Computer Science and Technology, 2015, 9(9): 1132.
|
[26] |
敬忠良, 肖刚, 李振华. 图像融合—理论与应用[M]. 北京: 高等教育出版社, 2007.
JING Z L, XIAO G, LI Z H. Image Fusion: Theory and Applications[M]. Beijing: High Education Press, 2007. (in Chinese)
|
[27] |
ZHENG Y, Essock E A, Hansen B C, et al. A new metric based on extended spatial frequency and its application to DWT based fusion algorithms[J]. Information Fusion, 2007, 8(2): 177-192.
|
[28] |
Xydeas C S, Petrovic V S. Objective pixel-level image fusion performance measure[C]//AeroSense, 2000: 89-98.
|
[29] |
WANG Q, SHEN Y, JIN J. Performance Evaluation of Image Fusion Techniques[M]. Amsterdam: Elsevier, 2008: 469-492.
|
[30] |
Piella G, Heijmans H. A new quality metric for image fusion[C]// International Conference on Image Processing, IEEE, 2003(2): Ⅲ-173-6.
|
[1] | DONG Lanxiao, NAN Xueli, LIU Haoyang, DUAN Qikai, DONG Jinfeng. Broadband Terahertz Asymmetric Primary and Secondary Waveguide Directional Coupler Design[J]. Infrared Technology , 2022, 44(9): 986-990. |
[2] | ZHOU Qiangguo, HUANG Zhiming. Review of Research and Application of Terahertz Imaging Technology[J]. Infrared Technology , 2022, 44(4): 328-342. |
[3] | PAN Wu, YAN Yanjun, SHEN Dajun. Performance Analysis of Terahertz Metamaterial Sensor Based on Electromagnetically Induced Transparency[J]. Infrared Technology , 2018, 40(7): 707-711. |
[4] | WU Gang, TANG Libin, HAO Qun, ZHANG Yuping, LI Rujie, PAN Feng, YANG Yanbo, LAU Shuping, HAN Fuzhong. Research Progress in the Uncooled Terahertz Imaging Detection Technology[J]. Infrared Technology , 2018, 40(6): 513-527. |
[5] | HAO Yuan, YU Yue, WANG Qiang, GU Xiaohong. Experimental Analysis of Terahertz Detection of Polyethylene Thickness[J]. Infrared Technology , 2018, 40(2): 183-188. |
[6] | LIU Lingyu, CHANG Tianying, YANG Chuanfa. Detection of the Debonding Defect between a Composite Material and Metal Based on Terahertz Time-Domain Spectroscopy[J]. Infrared Technology , 2018, 40(1): 79-84. |
[7] | LIANG Juan, XU Guoyue, GUO Tengchao, TAN Shujuan, HUANG Jinguo. Study on Key Factor Influencing Compatible Property of Low-Emissivity Coating with Metamaterials[J]. Infrared Technology , 2018, 40(1): 14-19,46. |
[8] | YANG Jingfan, QU Shaobo, PANG Yongqiang, XU Cuilian. Development of THz and Infrared Metamaterial Absorbers[J]. Infrared Technology , 2017, 39(4): 323-328. |
[9] | WANG Liansheng, XIA Dongyan, DING Xueyong, WANG Yuan, HE Yanting. The Design Research of Dual Wideband Polarization-independent Metamaterials Absorber in the THz Band[J]. Infrared Technology , 2016, 38(7): 607-611,621. |
[10] | LIU Yi, PENG Xiao-yu, WANG Zuo-bin, DONG Jia-meng, WEI Dong-shan, CUI Hong-liang, DU Chun-lei. Terahertz-wave Absorber Based on Metamaterial[J]. Infrared Technology , 2015, (9): 756-763. |