| 50 | 60 | 70 | 80 | 90 | 100 | 110 | 120 | 130 | 140 | 150 | 160 | 170 | 180 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| mnsit | PACE | 0.603 | 0.319 | 0.088 | 0.070 | 0.245 | 0.320 | 0.419 | 0.487 | 0.551 | 0.611 | 0.653 | 0.703 | 0.732 | 0.764 |
| m1 | 1.243 | 1.955 | 1.193 | 1.165 | 0.963 | 1.093 | 0.891 | 0.881 | 0.945 | 0.801 | 0.688 | 0.674 | 0.729 | 0.800 | |
| m2🌟 | 0.803 | 0.359 | 0.109 | 0.060 | 0.117 | 0.681 | 0.506 | 0.387 | 0.270 | 0.138 | 0.694 | 0.038 | 0.075 | 0.350 | |
| m3(仅修改从cluster中选取样本的方法) | 0.720 | 0.387 | 0.128 | 0.002 | 0.894 | 0.740 | 0.506 | 0.401 | 1.046 | 0.848 | 0.720 | 0.595 | 0.485 | 0.396 | |
| m4(对class单独聚类+随机选择) | 0.803 | 1.280 | 0.169 | 1.280 | 1.280 | 0.280 | 1.280 | 0.454 | 0.258 | 0.138 | 1.369 | 1.280 | 0.485 | 0.163 |
| vgg16 | 50 | 60 | 70 | 80 | 90 | 100 | 110 | 120 | 130 | 140 | 150 | 160 | 170 | 180 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PACE | 0.080 | 0.008 | 0.123 | 0.051 | 0.269 | 0.026 | 0.232 | 0.483 | 0.262 | 0.309 | 0.085 | 0.137 | 0.044 | 0.169 | |
| m2 | 3.737 | 7.802 | 0.453 | 5.592 | 3.539 | 6.410 | 3.774 | 5.207 | 6.015 | 4.311 | 3.857 | 2.317 | 4.077 | 2.751 | |
| m3 | 7.818 | 5.443 | 5.981 | 6.160 | 4.077 | 4.410 | 3.006 | 3.112 | 2.914 | 2.410 | 2.275 | 2.225 | 1.611 | 1.376 |
| resnet20 | 50 | 60 | 70 | 80 | 90 | 100 | 110 | 120 | 130 | 140 | 150 | 160 | 170 | 180 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PACE | 2.668 | 0.353 | 0.099 | 1.143 | 0.241 | 1.351 | 2.261 | 1.367 | 1.374 | 1.379 | 1.384 | 0.767 | 1.976 | 1.947 | |
| m2(k=3) | 4.858 | 7.113 | 5.881 | 5.121 | 5.519 | 1.849 | 6.053 | 4.578 | 5.727 | 5.183 | 5.424 | 5.030 | 5.873 | 6.545 | |
| m2(k=4) | 4.858 | 4.018 | 1.637 | 4.934 | 2.397 | 2.594 | 0.447 | 3.089 | 1.204 | 3.633 | 2.740 | 3.842 | 4.662 | 0.493 | |
| m2(k=5) | 6.697 | 5.554 | 1.637 | 6.248 | 5.409 | 3.926 | 6.077 | 3.738 | 4.934 | 1.738 | 4.780 | 3.811 | 4.074 | 3.193 | |
| m3(k=16) | 2.898 | 0.595 | 3.062 | 4.011 | 6.437 | 7.220 | 6.314 | 4.553 | 3.341 | 2.731 | 1.610 | 2.129 | 2.267 | 2.952 | |
| m3(k=20) | 2.985 | 1.389 | 0.329 | 2.331 | 1.447 | 1.220 | 2.129 | 1.220 | 0.522 | 0.084 | 0.227 | 0.084 | 0.447 | 1.088 | |
| m3(k=35) | 1.220 | 0.447 | 0.329 | 0.194 | 1.002 | 0.699 | 0.523 | 1.280 | 1.962 | 2.351 | 1.397 | 1.373 | 1.762 | 2.076 | |
| m3(k=30) | 6.314 | 4.123 | 2.814 | 4.207 | 2.331 | 2.331 | 1.041 | 0.464 | 0.383 | 0.209 | 0.492 | 0.479 | 0.632 | 0.612 |
