Research Article
Double Regression-Based Sparse Unmixing for Hyperspectral Images
Table 1
SRE (dB), rRMSE, time (s), and parameters of each algorithm for DC1.
| SNR | Criteria | SUnSAL | CLSUnSAL | SUnSAL-TV | CSUnL0 | S2WSU-W1 | |
| 20 dB | SRE (dB) | 4.5610 | 8.5435 | 9.4239 | 5.3514 | 7.8621 | 14.5899 | rRMSE | 0.0053 | 0.0047 | 0.0045 | 0.0052 | 0.0049 | 0.0039 | Time (s) | 3.95 | 4.14 | 88.07 | 28.25 | 30.32 | 5.33 | Parameters | | |
| | | , , | 30 dB | SRE (dB) | 8.9168 | 11.1263 | 14.4408 | 13.5834 | 15.5173 | 17.2511 | rRMSE | 0.0046 | 0.0043 | 0.0040 | 0.0041 | 0.0037 | 0.0035 | Time (s) | 3.04 | 5.58 | 87.64 | 26.71 | 29.17 | 5.81 | Parameters | | |
| | | , , | 40 dB | SRE (dB) | 12.6214 | 16.3085 | 21.1759 | 23.0446 | 24.7366 | 26.0369 | rRMSE | 0.0042 | 0.0036 | 0.0031 | 0.0030 | 0.0028 | 0.0026 | Time (s) | 3.28 | 5.62 | 85.92 | 33.31 | 31.45 | 6.19 | Parameters | | |
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