Author Affiliations
School of Information Engineering, Nanchang Hangkong University, Nanchang, Jiangxi 330063, Chinashow less
Fig. 1. Dcomposition process of NSST multi-scale and multi-directional
Fig. 2. Structure of simple PA-PCNN model
Fig. 3. Pixel logarithmic sub-image obtained by two-layer decomposition of low-frequency image. (a) D(1,0); (b) D(1,1); (c) D(2,0); (d) D(2,1)
Fig. 4. Basic framework of fusion method
Fig. 5. Fusion results under different μ values. (a) μ→0; (b) μ=10; (c) μ=30; (d) μ=50; (e) μ=100; (f) μ=300; (g) μ=500; (h) μ→+¥
Fig. 6. Fusion results of different methods under “Kayak” image. (a) IR image; (b) VIS image; (c) PCA method; (d) LatLRR method; (e) MSD method; (f) PCNN method; (g) PA-PCNN method; (h) proposed method
Fig. 7. Fusion results of different methods under “Road” image. (a) IR image; (b) VIS image; (c) PCA method; (d) LatLRR method; (e) MSD method; (f) PCNN method; (g) PA-PCNN method; (h) proposed method
Fig. 8. Fusion results of different methods under “Steamboard” image. (a) IR image; (b) VIS image; (c) PCA method; (d) LatLRR method; (e) MSD method; (f) PCNN method; (g) PA-PCNN method; (h) proposed method
Method | MI /bit | Corr | SD | EN /bit | SF | CG | AG |
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PCA | 5.2456 | 0.3361 | 31.5418 | 6.1277 | 7.2886 | 46.8579 | 4.7974 | LatLRR | 1.9874 | 0.4678 | 19.3703 | 5.7352 | 6.4097 | 18.8049 | 3.6455 | MSD | 2.3205 | 0.2716 | 28.3158 | 6.1073 | 8.3273 | 26.7331 | 4.2563 | PCNN | 3.7298 | 0.4946 | 30.9832 | 6.3025 | 7.3837 | 30.1458 | 4.0942 | PA-PCNN | 1.6560 | 0.5223 | 25.0029 | 6.3100 | 8.4576 | 30.1842 | 5.0801 | Proposed method | 2.6873 | 0.5885 | 31.2197 | 6.5271 | 8.7031 | 23.8266 | 4.9239 |
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Table 1. Mean values of objective evaluation index by different methods