Table 2.
Performance of different methods on the KIRC dataset.
| Method | DictionarySize=256 | DictionarySize=512 | DictionarySize=1024 | |
|---|---|---|---|---|
| 280 training | MCSCSPM-HE | 97.39 ± 0.36 | 97.51 ± 0.41 | 97.48 ± 0.40 |
| MCSCSPM-RGB | 97.11 ± 0.44 | 97.49 ± 0.46 | 97.44 ± 0.43 | |
| MCSCSPM-Gray | 88.76 ± 0.59 | 90.50 ± 0.70 | 91.28 ± 0.72 | |
| PSDSPM [5] | 97.19 ± 0.49 | 97.27 ± 0.44 | 97.08 ± 0.45 | |
| SMLSPM [4] | 98.15 ± 0.46 | 98.50 ± 0.42 | 98.21 ± 0.44 | |
| ScSPM [23] | 94.52 ± 0.44 | 96.37 ± 0.45 | 96.81 ± 0.50 | |
| KSPM [17] | 93.55 ± 0.31 | 93.76 ± 0.27 | 93.90 ± 0.19 | |
|
| ||||
| 140 training | MCSCSPM-HE | 96.73 ± 0.84 | 96.89 ± 0.48 | 96.84 ± 0.67 |
| MCSCSPM-RGB | 96.14 ± 1.17 | 96.46 ± 1.06 | 96.64 ± 0.76 | |
| MCSCSPM-Gray | 86.79 ± 0.98 | 88.26 ± 0.59 | 88.50 ± 0.80 | |
| PSDSPM [5] | 96.80 ± 0.75 | 96.52 ± 0.76 | 96.55 ± 0.84 | |
| SMLSPM [4] | 97.40 ± 0.50 | 97.98 ± 0.35 | 97.35 ± 0.48 | |
| ScSPM [23] | 93.46 ± 0.55 | 95.68 ± 0.36 | 96.76 ± 0.63 | |
| KSPM [17] | 92.50 ± 1.12 | 93.06 ± 0.82 | 93.26 ± 0.68 | |
|
| ||||
| 70 training | MCSCSPM-HE | 95.32 ± 0.67 | 95.62 ± 0.29 | 95.40 ± 0.44 |
| MCSCSPM-RGB | 94.45 ± 0.84 | 94.64 ± 0.72 | 94.45 ± 0.77 | |
| MCSCSPM-Gray | 84.04 ± 1.10 | 85.13 ± 0.79 | 84.66 ± 1.14 | |
| PSDSPM [5] | 95.12 ± 0.54 | 95.13 ± 0.51 | 95.09 ± 0.40 | |
| SMLSPM [4] | 96.20 ± 0.85 | 96.37 ± 0.85 | 96.19 ± 0.62 | |
| ScSPM [23] | 91.93 ± 1.00 | 93.67 ± 0.72 | 94.86 ± 0.86 | |
| KSPM [17] | 90.78 ± 0.98 | 91.34 ± 1.13 | 91.59 ± 0.97 | |