Optics and Precision Engineering, Volume. 32, Issue 7, 1101(2024)
Infrared and visible images fusion based on improved multi-scale structural fusion
Figures & Tables(8)
Fig. 1. Framework of infrared and visible image fusion method based on improved multi-scale structral fusion
Fig. 3. Comparison of fusion results of different fusion methods on TNO dataset
Fig. 4. Comparison of fusion results of different fusion methods on CVC-14 dataset
Table 1. Comparison of average objective indexes of fusion results on TNO dataset
View tableView in ArticleTable 1. Comparison of average objective indexes of fusion results on TNO dataset
Method AG CE EI SD SF Bayes 1.922 1.931 19.652 21.176 4.955 CNN 3.367 1.377 34.175 41.209 9.245 GFCE 5.362 2.395 52.988 40.409 14.142 HMSD_GF 3.776 1.638 37.976 39.696 10.382 IVFusion 7.170 1.575 72.304 40.593 18.157 MDLatLRR 6.450 1.531 66.186 37.066 17.532 MSID 3.201 1.660 33.002 39.179 8.944 NSST 3.226 2.068 32.795 33.285 8.865 RTVD 2.663 1.350 26.981 35.258 7.575 Proposed 7.746 1.122 75.975 42.803 21.110
Table 2. Comparison of average objective indexes of fusion results on CVC-14 dataset
View tableView in ArticleTable 2. Comparison of average objective indexes of fusion results on CVC-14 dataset
Method AG CE EI SD SF Bayes 2.342 1.456 23.168 28.902 6.460 CNN 3.919 0.795 36.799 45.487 11.181 GFCE 6.002 1.527 53.315 37.423 16.673 HMSD_GF 4.500 1.178 42.124 37.929 12.743 IVFusion 7.503 0.979 70.347 44.097 20.510 MDLatLRR 7.218 1.137 69.939 44.373 20.326 MSID 3.648 0.963 35.609 43.116 10.733 NSST 3.788 1.245 35.759 37.299 10.917 RTVD 3.118 1.128 30.039 38.373 9.213 Proposed 8.523 0.666 73.588 45.552 24.836
Table 3. Average running time of different fusion methods
View tableView in ArticleTable 3. Average running time of different fusion methods
Method Time/s Method Time/s Bayes 0.581 MDLatLRR 25.373 CNN 42.403 MSID 0.125 GFCE 0.732 NSST 80.695 HMSD_GF 0.683 RTVD 1.142 IVFusion 33.273 Proposed 0.237
Table 4. Average objective evaluation index results of ablation experiment
View tableView in ArticleTable 4. Average objective evaluation index results of ablation experiment
Method AG CE EI SD SF MSID 3.182 1.700 32.776 38.734 8.880 MSID+DRC 4.443 2.651 44.629 40.882 11.833 MSID+DRC+RIE 6.986 1.683 68.607 38.997 19.003 MSID+DRC+RIE+EC 7.746 1.122 75.975 42.803 21.110
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Zhiliang LONG, Yueming DENG, Jing XIE, Runmin WANG. Infrared and visible images fusion based on improved multi-scale structural fusion[J]. Optics and Precision Engineering, 2024, 32(7): 1101
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Received: Sep. 18, 2023
Accepted: --
Published Online: May. 28, 2024
The Author Email: DENG Yueming (dengyueming@hunnu.edu.cn)
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