Table 7.
Mean error(± Standard deviation) LapSVM (Test) k = 10
| Method | Heat | Binary | EMR24 | EMR72 | CCGAL | CCGAN |
|---|---|---|---|---|---|---|
| Dataset ↓ | ||||||
| USPS | 5.0859(± 2.1001) | 5.0326(± 1.9367) | 27.8768(± 1.1293) | 26.4564(± 0.9583) | 3.1552(± 1.2774) | 1.2462(±1.003) |
| Hasy_v2 | 10.4718(± 0.69454) | 3.1924(± 2.2765) | 12.872(± 0.70001) | 12.2332(± 0.50045) | 1.9943(±0.3623) | 2.0301(± 0.13543) |
| MNIST | 36.7321(± 0.32343) | 9.1432(± 1.773) | 32.1237(± 0.6037) | 33.7543(± 0.7047) | 6.3123(±1.1314) | 6.3654(± 2.001) |
| BCI HaLT | 18.4658(± 0.3206) | 17.2564(±0.4016) | 19.4881(± 0.5932) | 20.5057(± 0.51053) | 18.1453(± 0.43827) | 17.7732(± 0.43116) |
| CIFAR-10 | 30.0544(± 1.0093) | 30.5231(± 1.0443) | 30.2723(± 1.068) | 31.5732(± 1.108) | 30.054(± 1.0309) | 29.4214(±0.8334) |
| Lego Bricks | 12.3784(± 7.2413) | 9.1209(± 8.134) | 16.3517(± 4.4453) | 17.1943(± 5.1908) | 7.4651(± 7.0421) | 6.3574(±4.5941) |
| UC Merced Land | 25.105(± 3.4276) | 24.0922(± 3.6374) | 25.1233(± 2.1352) | 25.1267(± 3.1532) | 23.1344(± 3.4188) | 22.4519(± 1.92191) |
| CVPR’09 | 26.5405(± 1.7556) | 26.2122(± 1.8141) | 27.3788(± 2.7789) | 28.1258(± 2.0614) | 26.1162(±1.4555) | 27.1232(± 1.7821) |
| Natural Images | 20.1624(± 2.1326) | 19.1214(± 2.4323) | 19.1282(± 2.0238) | 19.8732(± 1.8009) | 18.0051(± 2.6718) | 17.9899(±1.9134) |
| COVID-19 CT Dataset | 10.6564(± 1.3672) | 12.3696(± 1.45784) | 13.9689(± 2.0123) | 17.2343(± 2.1533) | 10.7565(± 0.8312) | 9.645(±0.5645) |