Table 1.
CR | 8:1 | 6:1 | 5:1 | 4:1 | 3.5:1 | 3:1 | 2.5:1 | 2:1 | |
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Energy Consumption | |||||||||
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Cycle Count | Proposed | 502,200 | 507,690 | 512,448 | 519,402 | 524,526 | 531,480 | 542,757 | 557,477 |
BSBL | 429,486 | 429,486 | 429,486 | 429,486 | 429,486 | 429,486 | 429,486 | 429,486 | |
JPEG2000 | 4,908,731 | 4,908,367 | 4,908,055 | 4,907,535 | 4,907,171 | 4,906,703 | 4,905,975 | 4,904,831 | |
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Run Time | Proposed | 68.11 ms | 68.86 ms | 69.50 ms | 70.45 ms | 71.14 ms | 72.08 ms | 73.61 ms | 75.61 ms |
BSBL | 58.25 ms | 58.25 ms | 58.25 ms | 58.25 ms | 58.25 ms | 58.25 ms | 58.25 ms | 58.25 ms | |
JPEG2000 | 665.8 ms | 665.7 ms | 665.7 ms | 665.6 ms | 665.6 ms | 665.5 ms | 665.4 ms | 665.3 ms | |
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Computation Energy | Proposed | 1.55 mJ | 1.56 mJ | 1.58 mJ | 1.60 mJ | 1.61 mJ | 1.64 mJ | 1.67 mJ | 1.72 mJ |
BSBL | 1.32 mJ | 1.32 mJ | 1.32 mJ | 1.32 mJ | 1.32 mJ | 1.32 mJ | 1.32 mJ | 1.32 mJ | |
JPEG2000 | 15.11 mJ | 15.11 mJ | 15.11 mJ | 15.11 mJ | 15.11 mJ | 15.11 mJ | 15.10 mJ | 15.10 mJ | |
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Computation + Transmission Energy | Proposed | 1.99 mJ | 2.15 mJ | 2.29 mJ | 2.48 mJ | 2.62 mJ | 2.82 mJ | 3.08 mJ | 3.49 mJ |
BSBL | 1.76 mJ | 1.91 mJ | 2.03 mJ | 2.20 mJ | 2.33 mJ | 2.50 mJ | 2.73 mJ | 3.09 mJ | |
JPEG2000 | 15.55 mJ | 15.70 mJ | 15.82 mJ | 15.99 mJ | 16.12 mJ | 16.29 mJ | 16.51 mJ | 16.87 mJ | |
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Reconstruction Accuracy | |||||||||
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NMSE (BCI Dataset) | Proposed | 0.3136 | 0.2171 | 0.1661 | 0.1127 | 0.0856 | 0.0580 | 0.0328 | 0.0108 |
BSBL | 0.5012 | 0.3723 | 0.3124 | 0.2273 | 0.1910 | 0.1554 | 0.1251 | 0.0919 | |
JPEG2000 | 0.1159 | 0.0910 | 0.0770 | 0.0612 | 0.0527 | 0.0435 | 0.0333 | 0.0220 | |
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NMSE (Seizure Dataset) | Proposed | 0.6471 | 0.5049 | 0.4247 | 0.3244 | 0.2746 | 0.2106 | 0.1410 | 0.0743 |
BSBL | 0.6689 | 0.5381 | 0.4610 | 0.3538 | 0.3076 | 0.2613 | 0.2126 | 0.1597 | |
JPEG2000 | 0.1967 | 0.1504 | 0.1246 | 0.0971 | 0.0825 | 0.0675 | 0.0517 | 0.0351 | |
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NMSE (Sleep Dataset) | Proposed | 0.3048 | 0.1754 | 0.1133 | 0.0628 | 0.0430 | 0.0248 | 0.0125 | 0.0036 |
BSBL | 0.4260 | 0.2983 | 0.2352 | 0.1514 | 0.1189 | 0.0913 | 0.0644 | 0.0404 | |
JPEG2000 | 0.0568 | 0.0344 | 0.0243 | 0.0156 | 0.0118 | 0.0084 | 0.0055 | 0.0030 |