Author Affiliations
1 Department of Weapons Engineering, Army Academy of Artillery and Air Defense, Hefei, Anhui 230000, China2 Postgraduate Team 1, Army Academy of Artillery and Air Defense, Hefei, Anhui 230000, Chinashow less
Fig. 1. Super-resolution reconstruction effects of 25th, 50th, 75th and 100th band images. (a) Hyperspectral image; (b) hyperspectral super-resolution image; (c) scene image blocks for hyperspectral image; (d) scene image blocks for hyperspectral super-resolution image
Fig. 2. Statistical regularity of MSCN
Fig. 3. Extraction method of adjacent factors
Fig. 4. Statistic of adjacent factors along four directions. (a) Horizontal direction; (b) vertical direction; (c) main-diagonal direction; (d) secondary-diagonal direction
Fig. 5. GLBP feature maps of hyperspectral super-resolution images. (a) 10th band; (b) 20th band; (c) 30th band; (d) 40th band; (e) 50th band; (f) 60th band; (g) 70th band; (h) 80th band; (i) 90th band; (j) 100th band
Fig. 6. Flow chart of algorithm model
Fig. 7. Scatter plots by different models. (a) BLIINDS-II; (b) QAC; (c) BRISQUE; (d) NIQE; (e) proposed algorithm
Parameter | BLIINDS-II | QAC | BRISQUE | NIQE | Proposed algorithm |
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SROCC | 0.3194 | 0.4747 | 0.6738 | 0.4900 | 0.8412 | PLCC | 0.3876 | 0.3097 | 0.7172 | 0.5580 | 0.8763 |
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Table 1. Algorithm test results of all algorithms
Parameter | Imagelibrary 1 | Imagelibrary 2 | Imagelibrary 3 | Imagelibrary 4 | Imagelibrary 5 | Imagelibrary 6 | Imagelibrary 7 |
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SROCC | 0.8032 | 0.8163 | 0.8196 | 0.8391 | 0.8344 | 0.8315 | 0.8367 | PLCC | 0.8166 | 0.8146 | 0.8343 | 0.8567 | 0.8373 | 0.8462 | 0.8596 | Parameter | Imagelibrary 8 | Imagelibrary 9 | Imagelibrary 10 | Imagelibrary 11 | Imagelibrary 12 | Imagelibrary 13 | Imagelibrary 14 | SROCC | 0.8418 | 0.8498 | 0.8311 | 0.8323 | 0.8378 | 0.8288 | 0.8216 | PLCC | 0.8621 | 0.8643 | 0.8537 | 0.8456 | 0.8527 | 0.8362 | 0.8354 |
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Table 2. Subjective-objective assessment results for 14 groups of image libraries
Algorithm | BLIINDS-II | QAC | BRISQUE | NIQE | Proposed algorithm |
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Time | 42.3 | 0.2 | 0.3 | 0.5 | 25.6 |
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Table 3. Runtime of all algorithmss