Infrared and Visible Image Fusion via Rolling Guidance Filtering and Hybrid Multi-Scale Decomposition

Cheng Zhao; Yongdong Huang

doi:10.3788/LOP56.141007

Laser & Optoelectronics Progress, Volume. 56, Issue 14, 141007(2019)

Infrared and Visible Image Fusion via Rolling Guidance Filtering and Hybrid Multi-Scale Decomposition

Cheng Zhao¹ and Yongdong Huang^1,2、*

Author Affiliations

¹ Institute of Image Processing and Understanding, North Minzu University, Yinchuan, Ningxia 750021, China

² Center of Mathematics and Information Science, Dalian Minzu University, Dalian, Liaoning 116600, China

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Figures & Tables(15)

Fig. 1. Basic framework of RGF

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Fig. 2. Smooth results of RGF corresponding to different σr values

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Fig. 3. Construction based on hybrid multi-scale decomposition

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Fig. 4. Five sets of infrared and visible images used in test. (a) Un camp; (b) Octec; (c) Steamboat; (d) Kayak; (e) Infrared4-Visible4

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Fig. 5. Fusion results obtained by different fusion methods applied in “Un camp” image

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Fig. 6. Fusion results obtained by different fusion methods applied in “Octec” image

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Fig. 7. Fusion results obtained by different fusion methods applied in “Steamboat” image

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Fig. 8. Fusion results obtained by different fusion methods applied in “Kayak” image

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Fig. 9. Fusion results obtained by different fusion methods applied in “Infrared4-Visible4” image

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Fig. 10. Statistical polygonal images of different objective evaluation indicators

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Fig. 11. Three-dimensional data images of “Octec”

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Fig. 12. Three-dimensional data images of “Infrared4-Visible4”

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Table 1. Objective evaluation indicators of visible image corresponding to different σr values

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Table 1. Objective evaluation indicators of visible image corresponding to different σr values

σ_r	STD	SF	EI
0.1	0.1470	0.0305	0.0936
0.01	0.1514	0.0423	0.1290
0.001	0.1520	0.0443	0.1477
0.0001	0.1521	0.0443	0.1481
0.00001	0.1521	0.0443	0.1481
0.2	0.1457	0.0264	0.0909
0.02	0.1505	0.0399	0.1147
0.002	0.1520	0.0442	0.1466
0.0002	0.1521	0.0443	0.1481
0.00002	0.1521	0.0443	0.1481

Table 2. Objective evaluation indicators of different fusion methods

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Table 2. Objective evaluation indicators of different fusion methods

Image	Index	DWT	CVT	DTCWT	NSCT-DAPCNN	NSDTST	LATLRR	GTF	MSVD	ours
	MI	0.1916	0.1893	0.2011	0.2072	0.1802	0.2410	0.2793	0.2165	0.2841
	STD	0.1029	0.0988	0.0974	0.0718	0.1332	0.1070	0.1051	0.0892	0.1152 (2)
Un camp	Q_NCIE	0.8029	0.8029	0.8030	0.8030	0.8029	0.8034	0.8041	0.8031	0.8039 (2)
	Q_CV	425.1803	461.3446	426.053	423.8996	540.9333	332.3001	661.3364	424.1480	293.6759
	IE	0.4709	0.4685	0.4560	0.4580	0.6132	0.6268	0.6026	0.4500	0.8334
	MI	0.3876	0.3758	0.4127	0.4283	0.3838	0.4472	0.5176	0.4628	0.5200
	STD	0.1167	0.1175	0.1136	0.1117	0.2132	0.1175	0.0959	0.1080	0.1573 (2)
Octec	Q_NCIE	0.8066	0.8064	0.8070	0.8071	0.8073	0.8073	0.8089	0.8075	0.8094
	Q_CV	648.2625	408.1675	629.2341	626.6379	391.1703	274.6485	2264.0	1902.5	192.0751
	IE	0.9613	0.9645	0.9672	0.9660	0.9635	0.9934	0.8337	0.8298	1.0000
	MI	0.2576	0.2418	0.2695	0.2738	0.2911	0.2908	0.6284	0.2965	0.4514 (2)
	STD	0.0524	0.0482	0.0479	0.0449	0.124	0.0498	0.1331	0.0415	0.0769 (3)
Steamboat	Q_NCIE	0.8045	0.8043	0.8046	0.8046	0.8052	0.8047	0.8117	0.8047	0.8068 (2)
	Q_CV	163.4563	169.6701	167.6022	173.5677	298.9255	208.9697	331.4260	178.0732	138.259
	IE	0.3950	0.3742	0.3710	0.3567	0.6137	0.4527	0.5750	0.3516	0.7979
	MI	0.4471	0.3786	0.4492	0.5184	0.4923	0.4696	0.5469	0.6198	0.5195(3)
	STD	0.0731	0.0728	0.0696	0.0669	0.1707	0.0673	0.0864	0.0647	0.1444 (2)
Kayak	Q_NCIE	0.8059	0.8049	0.8058	0.8070	0.8070	0.8061	0.8072	0.8087	0.8087
	Q_CV	876.5883	622.103	864.7246	791.0015	798.335	855.5583	3060.6	697.9614	135.6981
	IE	0.0279	0.0224	0.0207	0.0132	0.7651	0.0262	0.0191	0.0071	0.9980
	MI	0.2485	0.2461	0.2866	0.2754	0.2552	0.2943	0.2390	0.2852	0.3233
	STD	0.1465	0.1366	0.1364	0.1289	0.1697	0.1432	0.1330	0.1243	0.1707
Infrared4-Visible4	Q_NCIE	0.8035	0.8034	0.8044	0.8038	0.8036	0.8040	0.8034	0.8039	0.8046
	Q_CV	1133.9	1056.2	1502.3	1076.9	1845.6	924.2383	1972.3	1045.83	718.6361
	IE	0.7643	0.7588	0.7511	0.7474	0.8973	0.8745	0.8450	0.7364	0.9504

Table 3. Running-time of eight other methods and proposed method

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Table 3. Running-time of eight other methods and proposed method

Images	DWT	CVT	DTCWT	NSCT-DAPCNN	NSDTST	LATLRR	GTF	MSVD	ours
Un camp	0.6707	2.1643	0.5408	41.7589	101.5510	227.6768	1.5259	0.1645	19.0259 (6)
Octec	0.2924	1.8312	0.4142	139.7033	326.4207	218.3082	7.8089	0.5087	58.0978 (6)
Steamboat	0.2856	1.8511	0.4191	118.7886	267.4719	251.7716	7.1331	0.4355	49.8169 (6)
Kayak	0.2777	1.8518	0.3950	117.9741	257.4367	245.7336	6.2976	0.6104	49.4241 (6)
Infrare4-Visible4	0.3054	1.8840	0.4115	27.8120	67.3537	220.7137	1.1274	0.2653	11.6429 (6)

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Cheng Zhao, Yongdong Huang. Infrared and Visible Image Fusion via Rolling Guidance Filtering and Hybrid Multi-Scale Decomposition[J]. Laser & Optoelectronics Progress, 2019, 56(14): 141007

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Paper Information

Category: Image Processing

Received: Jan. 17, 2019

Accepted: Feb. 20, 2019

Published Online: Jul. 12, 2019

The Author Email: Yongdong Huang (Huang_yongdong@163.com)

DOI:10.3788/LOP56.141007

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology