Table 5.
Mean error (± Standard deviation) LapRLSC (Test) with k = 6
| Method | Heat | Binary | EMR24 | EMR72 | CCGAL | CCGAN |
|---|---|---|---|---|---|---|
| Dataset ↓ | ||||||
| USPS | 6.0525(± 1.9381) | 6.062(± 1.9493) | 27.7172(± 1.7853) | 27.7172(± 1.7853) | 3.6006(± 1.4074) | 2.5867(±1.1814) |
| HASY_v2 | 25.2406(± 0.96617) | 2.1822(±0.32696) | 12.2475(± 0.69306) | 12.2475(± 0.69306) | 2.4943(± 0.34876) | 2.3303(± 0.34844) |
| MNIST | 38.4103(± 0.57778) | 10.1852(±1.4786) | 35.5803(± 0.94473) | 35.5803(± 0.94473) | 13.4018(± 2.9515) | 18.0368(± 3.0749) |
| BCI HaLT | 19.5864(± 0.58403) | 19.5775(± 0.56837) | 20.2675(± 0.61025) | 20.2675(± 0.61025) | 18.0687(±0.58031) | 18.73(± 0.52904) |
| CIFAR-10 | 28.6935(± 0.7116) | 28.7648(± 0.71153) | 28.7747(± 0.70966) | 28.7747(± 0.70966) | 28.7566(± 0.71979) | 28.6896(±0.71141) |
| Lego Bricks | 13.9378(± 8.4856) | 10.7887(± 9.2475) | 18.6991(± 5.8643) | 17.2439(± 6.6636) | 7.9037(± 9.1091) | 6.5089(±9.4058) |
| UC Merced Land | 27.0733(± 3.4778) | 26.1643(± 3.7012) | 26.4614(± 3.4997) | 26.4581(± 3.4752) | 23.5705(± 3.6623) | 22.2962(±3.4904) |
| CVPR’09 | 28.7285(± 1.8327) | 28.6894(±1.7715) | 29.5571(± 2.065) | 29.5571(± 2.065) | 28.7167(± 1.9946) | 28.7214(± 1.8789) |
| Natural Images | 21.1371(± 1.6499) | 20.0112(± 2.5415) | 20.991(± 2.2732) | 21.0072(± 2.2715) | 18.911(± 2.7065) | 17.8757(±2.3333) |
| COVID-19 CT Dataset | 13.2383(±1.5345) | 13.4234(± 1.4232) | 16.4322(± 2.5545) | 17.3133(± 2.9891) | 14.3131(± 0.93423) | 15.2342(± 0.9859) |