| | dataset | architecture | training | augmentation | ID | ADV+CTR | ADV | auc | accuracy | precision | recall | mcc |
|----:|:----------|:---------------|:------------|:---------------|---------:|----------:|----------:|-----------:|-------------:|-------------:|--------------:|-------------:|
| 0 | CTU | STG | adversarial | None | 0.95086 | 0.95086 | 0.95086 | 0.986464 | 0.999582 | 0.992308 | 0.95086 | 0.971156 |
| 1 | CTU | STG | adversarial | ctgan | 0.960688 | 0.960197 | 0.959214 | 0.986319 | 0.929578 | 0.0919135 | 0.960688 | 0.285528 |
| 2 | CTU | STG | adversarial | cutmix | 0.945946 | 0.945455 | 0.945946 | 0.984538 | 0.999601 | 1 | 0.945946 | 0.972402 |
| 3 | CTU | STG | adversarial | goggle | 0.95086 | 0.95086 | 0.95086 | nan | nan | nan | nan | nan |
| 4 | CTU | STG | adversarial | tablegan | 0.95086 | 0.95086 | 0.95086 | 0.984472 | 0.999637 | 1 | 0.95086 | 0.974942 |
| 5 | CTU | STG | adversarial | tvae | 0.982801 | 0.982801 | 0.98231 | 0.981094 | 0.435641 | 0.0127069 | 0.982801 | 0.0717109 |
| 6 | CTU | STG | adversarial | wgan | 0.953317 | 0.953317 | 0.953317 | 0.984742 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 7 | CTU | STG | standard | None | 0.953317 | 0.953317 | 0.953317 | 0.988398 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 8 | CTU | STG | standard | ctgan | 0.955774 | 0.953317 | 0.955774 | 0.990381 | 0.998802 | 0.89016 | 0.955774 | 0.92179 |
| 9 | CTU | STG | standard | cutmix | 0.953317 | 0.953317 | 0.953317 | 0.986111 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 10 | CTU | STG | standard | goggle | 0.953317 | 0.953317 | 0.953317 | nan | nan | nan | nan | nan |
| 11 | CTU | STG | standard | tablegan | 0.953317 | 0.953317 | 0.953317 | 0.986138 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 12 | CTU | STG | standard | tvae | 0.963145 | 0.960688 | 0.963145 | 0.984115 | 0.890109 | 0.0609642 | 0.963145 | 0.227425 |
| 13 | CTU | STG | standard | wgan | 0.953317 | 0.953317 | 0.953317 | 0.986432 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 14 | CTU | TabNet | adversarial | None | 0.002457 | 0.0019656 | 0.0019656 | 0.978085 | 0.992611 | 0.5 | 0.002457 | 0.0346609 |
| 15 | CTU | TabNet | adversarial | ctgan | 1 | 1 | 1 | 0.976819 | 0.0156676 | 0.00745066 | 1 | 0.00788289 |
| 16 | CTU | TabNet | adversarial | cutmix | 0 | 0 | 0 | 0.982326 | 0.992611 | 0 | 0 | 0 |
| 17 | CTU | TabNet | adversarial | goggle | 0.953317 | 0.953317 | 0.953317 | nan | nan | nan | nan | nan |
| 18 | CTU | TabNet | adversarial | tablegan | 0.014742 | 0.0142506 | 0.0142506 | 0.992991 | 0.99272 | 1 | 0.014742 | 0.120974 |
| 19 | CTU | TabNet | adversarial | tvae | 1 | 1 | 1 | 0.976447 | 0.00738898 | 0.00738898 | 1 | 0 |
| 20 | CTU | TabNet | adversarial | wgan | 0 | 0 | 0 | 0.98684 | 0.992611 | 0 | 0 | 0 |
| 21 | CTU | TabNet | standard | None | 0.960688 | 0 | 0.960688 | 0.996266 | 0.999401 | 0.958333 | 0.960688 | 0.959208 |
| 22 | CTU | TabNet | standard | ctgan | 0 | 0 | 0 | 0.98612 | 0.992611 | 0 | 0 | 0 |
| 23 | CTU | TabNet | standard | cutmix | 0 | 0 | 0 | 0.98232 | 0.992611 | 0 | 0 | 0 |
| 24 | CTU | TabNet | standard | goggle | 0.953317 | 0.723342 | 0.765602 | nan | nan | nan | nan | nan |
| 25 | CTU | TabNet | standard | tablegan | 0.953317 | 0.953317 | 0.953317 | 0.980052 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 26 | CTU | TabNet | standard | tvae | 0 | 0 | 0 | 0.986516 | 0.992611 | 0 | 0 | 0 |
| 27 | CTU | TabNet | standard | wgan | 0.95086 | 0.95086 | 0.95086 | 0.98317 | 0.999528 | 0.984733 | 0.95086 | 0.967413 |
| 28 | CTU | TabTransformer | adversarial | None | 0.953317 | 0.953317 | 0.953317 | 0.984643 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 29 | CTU | TabTransformer | adversarial | ctgan | 1 | 0.94398 | 1 | 0.627151 | 0.0448604 | 0.00767664 | 1 | 0.0170234 |
| 30 | CTU | TabTransformer | adversarial | cutmix | 0.953317 | 0.953317 | 0.953317 | 0.979621 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 31 | CTU | TabTransformer | adversarial | goggle | 0.953317 | 0.952334 | 0.953317 | nan | nan | nan | nan | nan |
| 32 | CTU | TabTransformer | adversarial | tablegan | 0.953317 | 0.952826 | 0.953317 | 0.979103 | 0.999564 | 0.987277 | 0.953317 | 0.969931 |
| 33 | CTU | TabTransformer | adversarial | tvae | 0.982801 | 0.982801 | 0.982801 | 0.974144 | 0.608674 | 0.0182249 | 0.982801 | 0.102978 |
| 34 | CTU | TabTransformer | adversarial | wgan | 0.953317 | 0.953317 | 0.953317 | 0.983638 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 35 | CTU | TabTransformer | standard | None | 0.953317 | 0.953317 | 0.953317 | 0.978808 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 36 | CTU | TabTransformer | standard | ctgan | 1 | 0.94398 | 1 | 0.630416 | 0.0437893 | 0.0076681 | 1 | 0.016769 |
| 37 | CTU | TabTransformer | standard | cutmix | 0.953317 | 0.949386 | 0.953317 | 0.976731 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 38 | CTU | TabTransformer | standard | goggle | 0.953317 | 0.951843 | 0.953317 | nan | nan | nan | nan | nan |
| 39 | CTU | TabTransformer | standard | tablegan | 0.95086 | 0.939066 | 0.95086 | 0.977568 | 0.999546 | 0.987245 | 0.95086 | 0.968656 |
| 40 | CTU | TabTransformer | standard | tvae | 0.963145 | 0.960688 | 0.963145 | 0.976781 | 0.942722 | 0.110985 | 0.963145 | 0.316635 |
| 41 | CTU | TabTransformer | standard | wgan | 0.953317 | 0.953317 | 0.953317 | 0.98161 | 0.999528 | 0.982278 | 0.953317 | 0.967453 |
| 42 | CTU | RLN | adversarial | None | 0.972973 | 0.970516 | 0.972973 | 0.989847 | 0.999038 | 0.90411 | 0.972973 | 0.937435 |
| 43 | CTU | RLN | adversarial | ctgan | 0.97543 | 0.966585 | 0.97543 | 0.99227 | 0.985004 | 0.327288 | 0.97543 | 0.560521 |
| 44 | CTU | RLN | adversarial | cutmix | 0.953317 | 0.953317 | 0.953317 | 0.986928 | 0.999655 | 1 | 0.953317 | 0.97621 |
| 45 | CTU | RLN | adversarial | goggle | 0.963145 | 0.960688 | 0.963145 | nan | nan | nan | nan | nan |
| 46 | CTU | RLN | adversarial | tablegan | 0.97543 | 0.974939 | 0.97543 | 0.990287 | 0.998983 | 0.896163 | 0.97543 | 0.934458 |
| 47 | CTU | RLN | adversarial | tvae | 0.97543 | 0.967568 | 0.97543 | 0.987507 | 0.985712 | 0.33816 | 0.97543 | 0.569972 |
| 48 | CTU | RLN | adversarial | wgan | 0.97543 | 0.974447 | 0.97543 | 0.990073 | 0.999219 | 0.923256 | 0.97543 | 0.948597 |
| 49 | CTU | RLN | standard | None | 0.977887 | 0.940049 | 0.977887 | 0.990569 | 0.998239 | 0.81893 | 0.977887 | 0.894059 |
| 50 | CTU | RLN | standard | ctgan | 0.97543 | 0.956265 | 0.97543 | 0.993598 | 0.98573 | 0.338448 | 0.97543 | 0.57022 |
| 51 | CTU | RLN | standard | cutmix | 0.953317 | 0.953317 | 0.953317 | 0.988528 | 0.999564 | 0.987277 | 0.953317 | 0.969931 |
| 52 | CTU | RLN | standard | goggle | 0.953317 | 0.953317 | 0.953317 | nan | nan | nan | nan | nan |
| 53 | CTU | RLN | standard | tablegan | 0.97543 | 0.814251 | 0.97543 | 0.992423 | 0.998838 | 0.880266 | 0.97543 | 0.926062 |
| 54 | CTU | RLN | standard | tvae | 0.972973 | 0.932187 | 0.972973 | 0.98829 | 0.98711 | 0.361644 | 0.972973 | 0.58911 |
| 55 | CTU | RLN | standard | wgan | 0.965602 | 0.950369 | 0.965602 | 0.990636 | 0.998838 | 0.887133 | 0.965602 | 0.924964 |
| 56 | CTU | VIME | adversarial | None | 0.95086 | 0.940049 | 0.942015 | 0.9825 | 0.999619 | 0.997423 | 0.95086 | 0.973675 |
| 57 | CTU | VIME | adversarial | ctgan | 1 | 1 | 1 | 0.741099 | 0.00738898 | 0.00738898 | 1 | 0 |
| 58 | CTU | VIME | adversarial | cutmix | 0.95086 | 0.942506 | 0.94742 | 0.975904 | 0.999619 | 0.997423 | 0.95086 | 0.973675 |
| 59 | CTU | VIME | adversarial | goggle | 0.95086 | 0.949877 | 0.948894 | nan | nan | nan | nan | nan |
| 60 | CTU | VIME | adversarial | tablegan | 0.95086 | 0.855037 | 0.893857 | 0.978833 | 0.999619 | 0.997423 | 0.95086 | 0.973675 |
| 61 | CTU | VIME | adversarial | tvae | 1 | 1 | 1 | 0.727257 | 0.00738898 | 0.00738898 | 1 | 0 |
| 62 | CTU | VIME | adversarial | wgan | 0.953317 | 0.951843 | 0.953317 | 0.978534 | 0.999637 | 0.997429 | 0.953317 | 0.974945 |
| 63 | CTU | VIME | standard | None | 0.95086 | 0.408354 | 0.95086 | 0.987291 | 0.999619 | 0.997423 | 0.95086 | 0.973675 |
| 64 | CTU | VIME | standard | ctgan | 1 | 1 | 1 | 0.972449 | 0.00738898 | 0.00738898 | 1 | 0 |
| 65 | CTU | VIME | standard | cutmix | 0.95086 | 0.350369 | 0.95086 | 0.990728 | 0.999619 | 0.997423 | 0.95086 | 0.973675 |
| 66 | CTU | VIME | standard | goggle | 0.95086 | 0.769042 | 0.95086 | nan | nan | nan | nan | nan |
| 67 | CTU | VIME | standard | tablegan | 0.95086 | 0.669779 | 0.95086 | 0.984048 | 0.999619 | 0.997423 | 0.95086 | 0.973675 |
| 68 | CTU | VIME | standard | tvae | 1 | 1 | 1 | 0.949582 | 0.00751607 | 0.00738992 | 1 | 0.00097269 |
| 69 | CTU | VIME | standard | wgan | 0.953317 | 0.228501 | 0.953317 | 0.977122 | 0.999655 | 1 | 0.953317 | 0.97621 |
| 70 | LCLD | STG | adversarial | None | 0.156 | 0.1208 | 0.156 | 0.678753 | 0.788237 | 0.431905 | 0.17184 | 0.169947 |
| 71 | LCLD | STG | adversarial | ctgan | 0.82 | 0.8116 | 0.82 | 0.700189 | 0.505028 | 0.266103 | 0.832814 | 0.211827 |
| 72 | LCLD | STG | adversarial | cutmix | 0.376 | 0.362 | 0.376 | 0.703341 | 0.758332 | 0.392565 | 0.370981 | 0.231589 |
| 73 | LCLD | STG | adversarial | goggle | 0.694 | 0.682 | 0.694 | 0.697902 | 0.615846 | 0.300439 | 0.686784 | 0.228977 |
| 74 | LCLD | STG | adversarial | tablegan | 0.627 | 0.6008 | 0.627 | 0.699483 | 0.656812 | 0.318333 | 0.620692 | 0.235231 |
| 75 | LCLD | STG | adversarial | tvae | 0.689 | 0.678 | 0.689 | 0.705579 | 0.625323 | 0.306783 | 0.686865 | 0.238974 |
| 76 | LCLD | STG | adversarial | wgan | 0.613 | 0.5968 | 0.613 | 0.699141 | 0.657257 | 0.317983 | 0.616881 | 0.233558 |
| 77 | LCLD | STG | standard | None | 0.664 | 0.536 | 0.664 | 0.708675 | 0.645624 | 0.316666 | 0.659934 | 0.245234 |
| 78 | LCLD | STG | standard | ctgan | 0.833 | 0.595 | 0.833 | 0.70528 | 0.502627 | 0.266263 | 0.84069 | 0.2149 |
| 79 | LCLD | STG | standard | cutmix | 0.352 | 0.2216 | 0.352 | 0.706751 | 0.765953 | 0.403823 | 0.346649 | 0.231217 |
| 80 | LCLD | STG | standard | goggle | 0.577 | 0.4328 | 0.577 | 0.703663 | 0.677426 | 0.330529 | 0.590782 | 0.242195 |
| 81 | LCLD | STG | standard | tablegan | 0.51 | 0.4422 | 0.51 | 0.701555 | 0.710423 | 0.348767 | 0.509146 | 0.237766 |
| 82 | LCLD | STG | standard | tvae | 0.649 | 0.505 | 0.649 | 0.706335 | 0.651681 | 0.318737 | 0.645325 | 0.243553 |
| 83 | LCLD | STG | standard | wgan | 0.614 | 0.3774 | 0.614 | 0.704706 | 0.66927 | 0.326084 | 0.606003 | 0.241193 |
| 84 | LCLD | TabNet | adversarial | None | 0 | 0 | 0.001 | 0.655993 | 0.799122 | 0 | 0 | 0 |
| 85 | LCLD | TabNet | adversarial | ctgan | 0 | 0 | 0.001 | 0.694665 | 0.799122 | 0 | 0 | 0 |
| 86 | LCLD | TabNet | adversarial | cutmix | 0 | 0 | 0.001 | 0.637543 | 0.799122 | 0 | 0 | 0 |
| 87 | LCLD | TabNet | adversarial | goggle | 1 | 1 | 1 | 0.682942 | 0.200878 | 0.200878 | 1 | 0 |
| 88 | LCLD | TabNet | adversarial | tablegan | 0.116 | 0.1136 | 0.117 | 0.652181 | 0.731814 | 0.225132 | 0.137218 | 0.0226107 |
| 89 | LCLD | TabNet | adversarial | tvae | 0 | 0 | 0.001 | 0.695874 | 0.799122 | 0 | 0 | 0 |
| 90 | LCLD | TabNet | adversarial | wgan | 0 | 0 | 0.001 | 0.687888 | 0.799122 | 0 | 0 | 0 |
| 91 | LCLD | TabNet | standard | None | 0.674 | 0.0042 | 0.674 | 0.722427 | 0.656 | 0.32615 | 0.668318 | 0.261517 |
| 92 | LCLD | TabNet | standard | ctgan | 0.029 | 0.0212 | 0.03 | 0.687351 | 0.784528 | 0.269577 | 0.0424982 | 0.0310081 |
| 93 | LCLD | TabNet | standard | cutmix | 0 | 0 | 0.001 | 0.699762 | 0.799124 | 1 | 1.15484e-05 | 0.00303786 |
| 94 | LCLD | TabNet | standard | goggle | 0 | 0 | 0.001 | 0.672674 | 0.799122 | 0 | 0 | 0 |
| 95 | LCLD | TabNet | standard | tablegan | 0.013 | 0.0104 | 0.014 | 0.688651 | 0.792986 | 0.255047 | 0.0159022 | 0.0152264 |
| 96 | LCLD | TabNet | standard | tvae | 0 | 0 | 0.001 | 0.666743 | 0.798943 | 0.248366 | 0.00043884 | 0.00223336 |
| 97 | LCLD | TabNet | standard | wgan | 0 | 0 | 0.001 | 0.664887 | 0.799122 | 0 | 0 | 0 |
| 98 | LCLD | TabTransformer | adversarial | None | 0.739 | 0.7028 | 0.739 | 0.711116 | 0.590108 | 0.293306 | 0.738255 | 0.233295 |
| 99 | LCLD | TabTransformer | adversarial | ctgan | 0.795 | 0.785 | 0.795 | 0.694471 | 0.526317 | 0.270867 | 0.802707 | 0.211862 |
| 100 | LCLD | TabTransformer | adversarial | cutmix | 0.725 | 0.7096 | 0.725 | 0.701599 | 0.595631 | 0.294074 | 0.723312 | 0.229871 |
| 101 | LCLD | TabTransformer | adversarial | goggle | 0.636 | 0.6054 | 0.636 | 0.698777 | 0.64487 | 0.311815 | 0.636179 | 0.230741 |
| 102 | LCLD | TabTransformer | adversarial | tablegan | 0.608 | 0.5644 | 0.608 | 0.693967 | 0.651073 | 0.312519 | 0.614272 | 0.225072 |
| 103 | LCLD | TabTransformer | adversarial | tvae | 0.687 | 0.665 | 0.687 | 0.702438 | 0.619565 | 0.303598 | 0.690861 | 0.235254 |
| 104 | LCLD | TabTransformer | adversarial | wgan | 0.665 | 0.6284 | 0.665 | 0.687944 | 0.614888 | 0.295685 | 0.663641 | 0.214407 |
| 105 | LCLD | TabTransformer | standard | None | 0.695 | 0.0788 | 0.695 | 0.7172 | 0.633159 | 0.314217 | 0.698667 | 0.254153 |
| 106 | LCLD | TabTransformer | standard | ctgan | 0.724 | 0.0814 | 0.724 | 0.711139 | 0.614378 | 0.304225 | 0.714569 | 0.243796 |
| 107 | LCLD | TabTransformer | standard | cutmix | 0.677 | 0.073 | 0.677 | 0.711547 | 0.638035 | 0.314073 | 0.677303 | 0.24699 |
| 108 | LCLD | TabTransformer | standard | goggle | 0.689 | 0.0788 | 0.689 | 0.712198 | 0.638207 | 0.31484 | 0.681044 | 0.249339 |
| 109 | LCLD | TabTransformer | standard | tablegan | 0.693 | 0.1014 | 0.693 | 0.709586 | 0.63621 | 0.312817 | 0.677661 | 0.24523 |
| 110 | LCLD | TabTransformer | standard | tvae | 0.703 | 0.0482 | 0.703 | 0.715508 | 0.63412 | 0.3139 | 0.692743 | 0.251734 |
| 111 | LCLD | TabTransformer | standard | wgan | 0.701 | 0.0554 | 0.701 | 0.710812 | 0.634449 | 0.312694 | 0.684266 | 0.247168 |
| 112 | LCLD | RLN | adversarial | None | 0.695 | 0.6304 | 0.6948 | 0.715767 | 0.627545 | 0.309323 | 0.692801 | 0.244785 |
| 113 | LCLD | RLN | adversarial | ctgan | 0.737 | 0.5434 | 0.737 | 0.703617 | 0.581977 | 0.290426 | 0.749007 | 0.231728 |
| 114 | LCLD | RLN | adversarial | cutmix | 0.581 | 0.4702 | 0.581 | 0.705811 | 0.683358 | 0.334034 | 0.579938 | 0.243208 |
| 115 | LCLD | RLN | adversarial | goggle | 0.678 | 0.3196 | 0.678 | 0.710029 | 0.644085 | 0.316625 | 0.666309 | 0.247217 |
| 116 | LCLD | RLN | adversarial | tablegan | 0.688 | 0.4788 | 0.688 | 0.704479 | 0.629394 | 0.308313 | 0.679497 | 0.239 |
| 117 | LCLD | RLN | adversarial | tvae | 0.67 | 0.6434 | 0.67 | 0.707949 | 0.635481 | 0.312018 | 0.676067 | 0.243523 |
| 118 | LCLD | RLN | adversarial | wgan | 0.661 | 0.4018 | 0.661 | 0.70537 | 0.645825 | 0.31558 | 0.652936 | 0.241432 |
| 119 | LCLD | RLN | standard | None | 0.683 | 0.0002 | 0.683 | 0.718666 | 0.641318 | 0.317792 | 0.685063 | 0.25502 |
| 120 | LCLD | RLN | standard | ctgan | 0.705 | 0.0012 | 0.705 | 0.709449 | 0.61963 | 0.305655 | 0.702652 | 0.242234 |
| 121 | LCLD | RLN | standard | cutmix | 0.689 | 0 | 0.689 | 0.715228 | 0.632639 | 0.312914 | 0.693089 | 0.250358 |
| 122 | LCLD | RLN | standard | goggle | 0.673 | 0.0002 | 0.673 | 0.716876 | 0.64844 | 0.320876 | 0.671863 | 0.255183 |
| 123 | LCLD | RLN | standard | tablegan | 0.693 | 0.0014 | 0.693 | 0.711831 | 0.642464 | 0.316425 | 0.672118 | 0.248795 |
| 124 | LCLD | RLN | standard | tvae | 0.7 | 0 | 0.7 | 0.717335 | 0.633289 | 0.313958 | 0.696577 | 0.253076 |
| 125 | LCLD | RLN | standard | wgan | 0.679 | 0.0052 | 0.679 | 0.712454 | 0.644046 | 0.316933 | 0.668249 | 0.248291 |
| 126 | LCLD | VIME | adversarial | None | 0.655 | 0.1036 | 0.655 | 0.712662 | 0.651316 | 0.320534 | 0.657081 | 0.249882 |
| 127 | LCLD | VIME | adversarial | ctgan | 0.789 | 0.7684 | 0.789 | 0.700868 | 0.535044 | 0.274945 | 0.803019 | 0.220253 |
| 128 | LCLD | VIME | adversarial | cutmix | 0.57 | 0.5286 | 0.57 | 0.700637 | 0.682121 | 0.331929 | 0.575146 | 0.239001 |
| 129 | LCLD | VIME | adversarial | goggle | 0.568 | 0.5322 | 0.568 | 0.703197 | 0.685283 | 0.333747 | 0.568817 | 0.239277 |
| 130 | LCLD | VIME | adversarial | tablegan | 0.563 | 0.5368 | 0.563 | 0.695543 | 0.676644 | 0.326566 | 0.574025 | 0.231765 |
| 131 | LCLD | VIME | adversarial | tvae | 0.678 | 0.6612 | 0.678 | 0.705408 | 0.627914 | 0.308085 | 0.684105 | 0.240108 |
| 132 | LCLD | VIME | adversarial | wgan | 0.617 | 0.5304 | 0.617 | 0.699435 | 0.659568 | 0.320039 | 0.617736 | 0.236677 |
| 133 | LCLD | VIME | standard | None | 0.67 | 0.0238 | 0.67 | 0.714154 | 0.644575 | 0.317863 | 0.671332 | 0.250644 |
| 134 | LCLD | VIME | standard | ctgan | 0.773 | 0.0176 | 0.773 | 0.706079 | 0.570918 | 0.287115 | 0.766075 | 0.231327 |
| 135 | LCLD | VIME | standard | cutmix | 0.523 | 0.02 | 0.523 | 0.710098 | 0.710423 | 0.352628 | 0.528271 | 0.248504 |
| 136 | LCLD | VIME | standard | goggle | 0.644 | 0.005 | 0.644 | 0.713894 | 0.666247 | 0.328322 | 0.632506 | 0.252732 |
| 137 | LCLD | VIME | standard | tablegan | 0.607 | 0.0046 | 0.607 | 0.707979 | 0.676164 | 0.332276 | 0.606315 | 0.249474 |
| 138 | LCLD | VIME | standard | tvae | 0.668 | 0.0074 | 0.668 | 0.713838 | 0.653632 | 0.322322 | 0.656943 | 0.252377 |
| 139 | LCLD | VIME | standard | wgan | 0.659 | 0.0066 | 0.659 | 0.708129 | 0.648305 | 0.318291 | 0.657555 | 0.24682 |
| 140 | Malware | STG | adversarial | None | 0.93 | 0.928 | 0.93 | nan | nan | nan | nan | nan |
| 141 | Malware | STG | standard | None | 0.93 | 0.928 | 0.93 | 0.990667 | 0.948825 | 0.968968 | 0.929315 | 0.898475 |
| 142 | Malware | TabNet | adversarial | None | 0.99 | 0.99 | 0.99 | nan | nan | nan | nan | nan |
| 143 | Malware | TabNet | standard | None | 0.99 | 0.802 | 0.99 | 0.994411 | 0.967779 | 0.963208 | 0.973958 | 0.935581 |
| 144 | Malware | TabTransformer | adversarial | None | 0.95 | 0.942 | 0.95 | nan | nan | nan | nan | nan |
| 145 | Malware | TabTransformer | standard | None | 0.95 | 0.898 | 0.95 | 0.994087 | 0.974602 | 0.983346 | 0.966518 | 0.949347 |
| 146 | Malware | RLN | adversarial | None | 0.96 | 0.952 | 0.96 | nan | nan | nan | nan | nan |
| 147 | Malware | RLN | standard | None | 0.95 | 0.902 | 0.95 | 0.992613 | 0.970811 | 0.978113 | 0.964286 | 0.941715 |
| 148 | Malware | VIME | adversarial | None | 0.92 | 0.92 | 0.92 | nan | nan | nan | nan | nan |
| 149 | Malware | VIME | standard | None | 0.95 | 0.95 | 0.95 | 0.989255 | 0.95489 | 0.960873 | 0.950149 | 0.909826 |
| 150 | URL | STG | adversarial | None | 0.943 | 0.8996 | 0.9032 | 0.948512 | 0.862205 | 0.811747 | 0.943132 | 0.734089 |
| 151 | URL | STG | adversarial | ctgan | 0.939 | 0.7978 | 0.8028 | 0.95894 | 0.895451 | 0.863344 | 0.939633 | 0.794007 |
| 152 | URL | STG | adversarial | cutmix | 0.755 | 0.4266 | 0.4224 | 0.954261 | 0.842082 | 0.908996 | 0.76028 | 0.693509 |
| 153 | URL | STG | adversarial | goggle | 0.939 | 0.8562 | 0.8604 | 0.954207 | 0.882327 | 0.842476 | 0.940507 | 0.769884 |
| 154 | URL | STG | adversarial | tablegan | 0.921 | 0.8086 | 0.8162 | 0.95585 | 0.887577 | 0.861928 | 0.92301 | 0.777107 |
| 155 | URL | STG | adversarial | tvae | 0.957 | 0.7952 | 0.804 | 0.960805 | 0.889326 | 0.843364 | 0.956255 | 0.785724 |
| 156 | URL | STG | adversarial | wgan | 0.942 | 0.8116 | 0.8128 | 0.962846 | 0.896325 | 0.8624 | 0.943132 | 0.796147 |
| 157 | URL | STG | standard | None | 0.933 | 0.5798 | 0.596 | 0.97292 | 0.91951 | 0.908085 | 0.933508 | 0.839349 |
| 158 | URL | STG | standard | ctgan | 0.922 | 0.6926 | 0.7704 | 0.967321 | 0.909886 | 0.898046 | 0.924759 | 0.820135 |
| 159 | URL | STG | standard | cutmix | 0.794 | 0.3974 | 0.4436 | 0.959641 | 0.867017 | 0.924166 | 0.79965 | 0.740788 |
| 160 | URL | STG | standard | goggle | 0.939 | 0.7452 | 0.7592 | 0.962294 | 0.903325 | 0.87602 | 0.939633 | 0.808784 |
| 161 | URL | STG | standard | tablegan | 0.876 | 0.4686 | 0.5752 | 0.967652 | 0.907699 | 0.933086 | 0.87839 | 0.816803 |
| 162 | URL | STG | standard | tvae | 0.941 | 0.6878 | 0.7328 | 0.969159 | 0.912948 | 0.892027 | 0.939633 | 0.827075 |
| 163 | URL | STG | standard | wgan | 0.925 | 0.6554 | 0.752 | 0.969991 | 0.912948 | 0.90273 | 0.925634 | 0.826163 |
| 164 | URL | TabNet | adversarial | None | 0.995 | 0.9182 | 0.9188 | 0.947235 | 0.70035 | 0.62624 | 0.993876 | 0.494967 |
| 165 | URL | TabNet | adversarial | ctgan | 0.901 | 0.899 | 0.899 | 0.942786 | 0.852581 | 0.819334 | 0.904637 | 0.709015 |
| 166 | URL | TabNet | adversarial | cutmix | 0.93 | 0.897 | 0.8964 | 0.934801 | 0.860455 | 0.814504 | 0.933508 | 0.72873 |
| 167 | URL | TabNet | adversarial | goggle | 0.848 | 0.6654 | 0.6664 | 0.938695 | 0.867892 | 0.879855 | 0.852143 | 0.736148 |
| 168 | URL | TabNet | adversarial | tablegan | 0.008 | 0 | 0 | 0.929117 | 0.503937 | 1 | 0.00787402 | 0.0628695 |
| 169 | URL | TabNet | adversarial | tvae | 0.94 | 0.8722 | 0.8698 | 0.941787 | 0.864392 | 0.81673 | 0.939633 | 0.737178 |
| 170 | URL | TabNet | adversarial | wgan | 0.898 | 0.896 | 0.896 | 0.956242 | 0.852581 | 0.821372 | 0.901137 | 0.708511 |
| 171 | URL | TabNet | standard | None | 0.934 | 0.1104 | 0.2986 | 0.986159 | 0.945757 | 0.953695 | 0.937008 | 0.89165 |
| 172 | URL | TabNet | standard | ctgan | 0.994 | 0.9482 | 0.9478 | 0.951008 | 0.699038 | 0.625206 | 0.993876 | 0.492887 |
| 173 | URL | TabNet | standard | cutmix | 0.954 | 0.8934 | 0.8938 | 0.946883 | 0.860455 | 0.801611 | 0.958005 | 0.735035 |
| 174 | URL | TabNet | standard | goggle | 0.932 | 0.8956 | 0.896 | 0.933972 | 0.851269 | 0.802562 | 0.931759 | 0.711821 |
| 175 | URL | TabNet | standard | tablegan | 0.896 | 0.8776 | 0.875 | 0.938158 | 0.85783 | 0.830372 | 0.899388 | 0.718145 |
| 176 | URL | TabNet | standard | tvae | 0.938 | 0.8908 | 0.8916 | 0.949485 | 0.86133 | 0.812879 | 0.938758 | 0.731483 |
| 177 | URL | TabNet | standard | wgan | 0.998 | 0.9518 | 0.9534 | 0.946172 | 0.612423 | 0.56352 | 0.997375 | 0.352336 |
| 178 | URL | TabTransformer | adversarial | None | 0.939 | 0.5672 | 0.578 | 0.974294 | 0.930884 | 0.922747 | 0.940507 | 0.861927 |
| 179 | URL | TabTransformer | adversarial | ctgan | 0.93 | 0.66 | 0.6642 | 0.962512 | 0.91601 | 0.903308 | 0.931759 | 0.832434 |
| 180 | URL | TabTransformer | adversarial | cutmix | 0.85 | 0.403 | 0.4036 | 0.956328 | 0.899825 | 0.936902 | 0.857393 | 0.802545 |
| 181 | URL | TabTransformer | adversarial | goggle | 0.917 | 0.5414 | 0.5544 | 0.964498 | 0.915136 | 0.912968 | 0.91776 | 0.830283 |
| 182 | URL | TabTransformer | adversarial | tablegan | 0.898 | 0.409 | 0.4208 | 0.966855 | 0.919073 | 0.935455 | 0.900262 | 0.838739 |
| 183 | URL | TabTransformer | adversarial | tvae | 0.934 | 0.612 | 0.6154 | 0.969156 | 0.924759 | 0.916738 | 0.934383 | 0.849676 |
| 184 | URL | TabTransformer | adversarial | wgan | 0.927 | 0.5694 | 0.5802 | 0.96998 | 0.92126 | 0.916162 | 0.927384 | 0.842583 |
| 185 | URL | TabTransformer | standard | None | 0.936 | 0.0892 | 0.825 | 0.98088 | 0.94007 | 0.942782 | 0.937008 | 0.880156 |
| 186 | URL | TabTransformer | standard | ctgan | 0.942 | 0.2528 | 0.8798 | 0.976056 | 0.933071 | 0.926724 | 0.940507 | 0.866238 |
| 187 | URL | TabTransformer | standard | cutmix | 0.904 | 0.0182 | 0.687 | 0.967523 | 0.930446 | 0.953875 | 0.904637 | 0.862042 |
| 188 | URL | TabTransformer | standard | goggle | 0.93 | 0.049 | 0.051 | 0.973687 | 0.930884 | 0.931639 | 0.930009 | 0.861769 |
| 189 | URL | TabTransformer | standard | tablegan | 0.899 | 0.02 | 0.02 | 0.975375 | 0.928259 | 0.954503 | 0.899388 | 0.857949 |
| 190 | URL | TabTransformer | standard | tvae | 0.952 | 0.1684 | 0.901 | 0.978341 | 0.93657 | 0.925043 | 0.950131 | 0.873462 |
| 191 | URL | TabTransformer | standard | wgan | 0.936 | 0.2002 | 0.8868 | 0.980354 | 0.934383 | 0.934383 | 0.934383 | 0.868766 |
| 192 | URL | RLN | adversarial | None | 0.952 | 0.562 | 0.5662 | 0.976817 | 0.933071 | 0.916667 | 0.952756 | 0.866814 |
| 193 | URL | RLN | adversarial | ctgan | 0.938 | 0.6246 | 0.6278 | 0.972655 | 0.925197 | 0.913969 | 0.938758 | 0.850707 |
| 194 | URL | RLN | adversarial | cutmix | 0.943 | 0.6078 | 0.6086 | 0.976857 | 0.933071 | 0.923801 | 0.944007 | 0.866349 |
| 195 | URL | RLN | adversarial | goggle | 0.939 | 0.661 | 0.6654 | 0.968798 | 0.926509 | 0.916311 | 0.938758 | 0.853274 |
| 196 | URL | RLN | adversarial | tablegan | 0.913 | 0.5546 | 0.5568 | 0.971362 | 0.924759 | 0.933095 | 0.915136 | 0.849676 |
| 197 | URL | RLN | adversarial | tvae | 0.941 | 0.598 | 0.6022 | 0.976249 | 0.927384 | 0.916454 | 0.940507 | 0.855063 |
| 198 | URL | RLN | adversarial | wgan | 0.933 | 0.547 | 0.5524 | 0.976443 | 0.927384 | 0.922944 | 0.932633 | 0.854815 |
| 199 | URL | RLN | standard | None | 0.944 | 0.1084 | 0.9014 | 0.984338 | 0.945319 | 0.94493 | 0.945757 | 0.890639 |
| 200 | URL | RLN | standard | ctgan | 0.942 | 0.2194 | 0.855 | 0.980323 | 0.939195 | 0.938045 | 0.940507 | 0.878393 |
| 201 | URL | RLN | standard | cutmix | 0.941 | 0.0862 | 0.9256 | 0.983373 | 0.94357 | 0.944737 | 0.942257 | 0.887142 |
| 202 | URL | RLN | standard | goggle | 0.936 | 0.0388 | 0.0388 | 0.977643 | 0.93832 | 0.937173 | 0.939633 | 0.876643 |
| 203 | URL | RLN | standard | tablegan | 0.91 | 0.039 | 0.039 | 0.980155 | 0.933508 | 0.952511 | 0.912511 | 0.867782 |
| 204 | URL | RLN | standard | tvae | 0.942 | 0.0814 | 0.9124 | 0.982464 | 0.941382 | 0.939077 | 0.944007 | 0.882777 |
| 205 | URL | RLN | standard | wgan | 0.935 | 0.2144 | 0.9112 | 0.982357 | 0.94007 | 0.945133 | 0.934383 | 0.880197 |
| 206 | URL | VIME | adversarial | None | 0.934 | 0.698 | 0.7268 | 0.972951 | 0.924759 | 0.917455 | 0.933508 | 0.849649 |
| 207 | URL | VIME | adversarial | ctgan | 0.91 | 0.6692 | 0.69 | 0.965074 | 0.912073 | 0.913158 | 0.910761 | 0.82415 |
| 208 | URL | VIME | adversarial | cutmix | 0.92 | 0.6856 | 0.7068 | 0.967278 | 0.91776 | 0.914857 | 0.92126 | 0.835541 |
| 209 | URL | VIME | adversarial | goggle | 0.919 | 0.7368 | 0.7492 | 0.955054 | 0.904199 | 0.891525 | 0.920385 | 0.808823 |
| 210 | URL | VIME | adversarial | tablegan | 0.887 | 0.6454 | 0.6516 | 0.960001 | 0.906387 | 0.922657 | 0.887139 | 0.813376 |
| 211 | URL | VIME | adversarial | tvae | 0.899 | 0.636 | 0.7108 | 0.964264 | 0.908136 | 0.915405 | 0.899388 | 0.816398 |
| 212 | URL | VIME | adversarial | wgan | 0.897 | 0.6498 | 0.7052 | 0.966004 | 0.909886 | 0.918677 | 0.899388 | 0.819953 |
| 213 | URL | VIME | standard | None | 0.925 | 0.4954 | 0.5326 | 0.973588 | 0.927822 | 0.928947 | 0.926509 | 0.855646 |
| 214 | URL | VIME | standard | ctgan | 0.927 | 0.5476 | 0.91 | 0.967757 | 0.915573 | 0.905983 | 0.927384 | 0.831378 |
| 215 | URL | VIME | standard | cutmix | 0.925 | 0.4666 | 0.9134 | 0.970571 | 0.922135 | 0.920663 | 0.923885 | 0.844275 |
| 216 | URL | VIME | standard | goggle | 0.893 | 0.445 | 0.857 | 0.959813 | 0.900262 | 0.908118 | 0.890639 | 0.800673 |
| 217 | URL | VIME | standard | tablegan | 0.875 | 0.4298 | 0.7504 | 0.962592 | 0.904637 | 0.930233 | 0.874891 | 0.81071 |
| 218 | URL | VIME | standard | tvae | 0.909 | 0.4436 | 0.8858 | 0.968475 | 0.913823 | 0.919326 | 0.907262 | 0.827718 |
| 219 | URL | VIME | standard | wgan | 0.922 | 0.5186 | 0.9054 | 0.968483 | 0.917323 | 0.91263 | 0.92301 | 0.8347 |
| 220 | WIDS | STG | adversarial | None | 0.625608 | 0.451864 | 0.625608 | 0.864524 | 0.875359 | 0.381463 | 0.626603 | 0.424439 |
| 221 | WIDS | STG | adversarial | ctgan | 0.852512 | 0.737763 | 0.852512 | 0.841247 | 0.667913 | 0.193231 | 0.850962 | 0.29276 |
| 222 | WIDS | STG | adversarial | cutmix | 0.531605 | 0.411669 | 0.523177 | 0.851179 | 0.880391 | 0.38046 | 0.530449 | 0.384693 |
| 223 | WIDS | STG | adversarial | goggle | 0.787682 | 0.659968 | 0.787682 | 0.836817 | 0.726998 | 0.217545 | 0.786859 | 0.310043 |
| 224 | WIDS | STG | adversarial | tablegan | 0.688817 | 0.565964 | 0.688493 | 0.853073 | 0.829356 | 0.3019 | 0.6875 | 0.376242 |
| 225 | WIDS | STG | adversarial | tvae | 0.677472 | 0.598055 | 0.676823 | 0.845137 | 0.807361 | 0.270807 | 0.677885 | 0.341036 |
| 226 | WIDS | STG | adversarial | wgan | 0.625608 | 0.463857 | 0.623339 | 0.854751 | 0.854802 | 0.334477 | 0.625 | 0.384384 |
| 227 | WIDS | STG | standard | None | 0.776337 | 0.637925 | 0.773096 | 0.865793 | 0.782346 | 0.260495 | 0.775641 | 0.36081 |
| 228 | WIDS | STG | standard | ctgan | 0.878444 | 0.712156 | 0.876823 | 0.852028 | 0.638298 | 0.1834 | 0.878205 | 0.284519 |
| 229 | WIDS | STG | standard | cutmix | 0.567261 | 0.385413 | 0.559157 | 0.862556 | 0.884704 | 0.399549 | 0.567308 | 0.414247 |
| 230 | WIDS | STG | standard | goggle | 0.742301 | 0.572447 | 0.73906 | 0.851241 | 0.780477 | 0.253144 | 0.741987 | 0.341604 |
| 231 | WIDS | STG | standard | tablegan | 0.677472 | 0.498217 | 0.670989 | 0.861011 | 0.845601 | 0.326121 | 0.676282 | 0.395505 |
| 232 | WIDS | STG | standard | tvae | 0.758509 | 0.62107 | 0.755267 | 0.857332 | 0.776021 | 0.251596 | 0.758013 | 0.344772 |
| 233 | WIDS | STG | standard | wgan | 0.745543 | 0.583468 | 0.743922 | 0.863429 | 0.800029 | 0.273746 | 0.74359 | 0.36556 |
| 234 | WIDS | TabNet | adversarial | None | 0.983793 | 0.583793 | 0.824959 | 0.834819 | 0.104083 | 0.0898186 | 0.983974 | 0.002955 |
| 235 | WIDS | TabNet | adversarial | ctgan | 1 | 1 | 1 | 0.862664 | 0.0897067 | 0.0897067 | 1 | 0 |
| 236 | WIDS | TabNet | adversarial | cutmix | 1 | 0.374392 | 0.670665 | 0.858673 | 0.0897067 | 0.0897067 | 1 | 0 |
| 237 | WIDS | TabNet | adversarial | goggle | 1 | 1 | 1 | 0.861787 | 0.0897067 | 0.0897067 | 1 | 0 |
| 238 | WIDS | TabNet | adversarial | tablegan | 1 | 1 | 1 | 0.859923 | 0.0897067 | 0.0897067 | 1 | 0 |
| 239 | WIDS | TabNet | adversarial | tvae | 1 | 1 | 1 | 0.863556 | 0.0897067 | 0.0897067 | 1 | 0 |
| 240 | WIDS | TabNet | adversarial | wgan | 1 | 0.991572 | 0.996434 | 0.855362 | 0.0897067 | 0.0897067 | 1 | 0 |
| 241 | WIDS | TabNet | standard | None | 0.797407 | 0.0528363 | 0.730632 | 0.870354 | 0.776883 | 0.258585 | 0.796474 | 0.365166 |
| 242 | WIDS | TabNet | standard | ctgan | 1 | 1 | 1 | 0.852514 | 0.0897067 | 0.0897067 | 1 | 0 |
| 243 | WIDS | TabNet | standard | cutmix | 0 | 0 | 0 | 0.865816 | 0.910293 | 0 | 0 | 0 |
| 244 | WIDS | TabNet | standard | goggle | 1 | 1 | 1 | 0.856178 | 0.0897067 | 0.0897067 | 1 | 0 |
| 245 | WIDS | TabNet | standard | tablegan | 1 | 1 | 1 | 0.864321 | 0.0897067 | 0.0897067 | 1 | 0 |
| 246 | WIDS | TabNet | standard | tvae | 0.983793 | 0.406159 | 0.474878 | 0.856858 | 0.104083 | 0.0898186 | 0.983974 | 0.002955 |
| 247 | WIDS | TabNet | standard | wgan | 0.786062 | 0 | 0.455754 | 0.864999 | 0.79471 | 0.274916 | 0.786859 | 0.380939 |
| 248 | WIDS | TabTransformer | adversarial | None | 0.773096 | 0.650567 | 0.766613 | 0.869378 | 0.794422 | 0.272316 | 0.772436 | 0.373328 |
| 249 | WIDS | TabTransformer | adversarial | ctgan | 0.781199 | 0.680713 | 0.776337 | 0.859193 | 0.768976 | 0.249107 | 0.782051 | 0.349259 |
| 250 | WIDS | TabTransformer | adversarial | cutmix | 0.599676 | 0.507618 | 0.599352 | 0.850764 | 0.867453 | 0.357824 | 0.600962 | 0.395169 |
| 251 | WIDS | TabTransformer | adversarial | goggle | 0.764992 | 0.675203 | 0.754943 | 0.85337 | 0.784215 | 0.260513 | 0.764423 | 0.357272 |
| 252 | WIDS | TabTransformer | adversarial | tablegan | 0.726094 | 0.622042 | 0.724149 | 0.857605 | 0.805779 | 0.277131 | 0.724359 | 0.362985 |
| 253 | WIDS | TabTransformer | adversarial | tvae | 0.747164 | 0.667099 | 0.74295 | 0.857834 | 0.790397 | 0.263873 | 0.746795 | 0.355527 |
| 254 | WIDS | TabTransformer | adversarial | wgan | 0.764992 | 0.651864 | 0.758833 | 0.863832 | 0.787522 | 0.263827 | 0.764423 | 0.3611 |
| 255 | WIDS | TabTransformer | standard | None | 0.755267 | 0.458671 | 0.745543 | 0.873801 | 0.809661 | 0.286845 | 0.754808 | 0.383481 |
| 256 | WIDS | TabTransformer | standard | ctgan | 0.779579 | 0.440519 | 0.776337 | 0.868249 | 0.799022 | 0.278604 | 0.780449 | 0.382964 |
| 257 | WIDS | TabTransformer | standard | cutmix | 0.709887 | 0.43436 | 0.705024 | 0.866185 | 0.835106 | 0.314144 | 0.708333 | 0.395486 |
| 258 | WIDS | TabTransformer | standard | goggle | 0.786062 | 0.383468 | 0.732577 | 0.87261 | 0.804629 | 0.285464 | 0.783654 | 0.391565 |
| 259 | WIDS | TabTransformer | standard | tablegan | 0.750405 | 0.376013 | 0.750405 | 0.868807 | 0.807792 | 0.283546 | 0.748397 | 0.377815 |
| 260 | WIDS | TabTransformer | standard | tvae | 0.776337 | 0.493031 | 0.762723 | 0.871003 | 0.801179 | 0.280255 | 0.775641 | 0.383211 |
| 261 | WIDS | TabTransformer | standard | wgan | 0.763371 | 0.376337 | 0.763371 | 0.866373 | 0.796722 | 0.273249 | 0.762821 | 0.371255 |
| 262 | WIDS | RLN | adversarial | None | 0.779579 | 0.666126 | 0.773096 | 0.866706 | 0.788959 | 0.267621 | 0.778846 | 0.37007 |
| 263 | WIDS | RLN | adversarial | ctgan | 1 | 1 | 1 | 0.424647 | 0.0897067 | 0.0897067 | 1 | 0 |
| 264 | WIDS | RLN | adversarial | cutmix | 0.680713 | 0.598703 | 0.675203 | 0.85864 | 0.833669 | 0.307303 | 0.68109 | 0.379328 |
| 265 | WIDS | RLN | adversarial | goggle | 0.78282 | 0.69141 | 0.774392 | 0.857477 | 0.777027 | 0.256437 | 0.782051 | 0.358061 |
| 266 | WIDS | RLN | adversarial | tablegan | 0.76013 | 0.660616 | 0.754295 | 0.860492 | 0.796866 | 0.272884 | 0.759615 | 0.369807 |
| 267 | WIDS | RLN | adversarial | tvae | 0.774716 | 0.710535 | 0.772123 | 0.854331 | 0.756469 | 0.23723 | 0.774038 | 0.332096 |
| 268 | WIDS | RLN | adversarial | wgan | 0.776337 | 0.676175 | 0.776013 | 0.858299 | 0.769983 | 0.248971 | 0.775641 | 0.347103 |
| 269 | WIDS | RLN | standard | None | 0.774716 | 0.6094 | 0.771475 | 0.869486 | 0.795572 | 0.27381 | 0.774038 | 0.375525 |
| 270 | WIDS | RLN | standard | ctgan | 0.76175 | 0.471637 | 0.758509 | 0.862287 | 0.787953 | 0.263742 | 0.761218 | 0.359979 |
| 271 | WIDS | RLN | standard | cutmix | 0.769854 | 0.587034 | 0.766613 | 0.869768 | 0.80161 | 0.27972 | 0.769231 | 0.380517 |
| 272 | WIDS | RLN | standard | goggle | 0.773096 | 0.525446 | 0.750405 | 0.863795 | 0.797441 | 0.275842 | 0.774038 | 0.377798 |
| 273 | WIDS | RLN | standard | tablegan | 0.787682 | 0.589303 | 0.786062 | 0.868309 | 0.773433 | 0.253623 | 0.785256 | 0.355712 |
| 274 | WIDS | RLN | standard | tvae | 0.802269 | 0.62107 | 0.795786 | 0.8676 | 0.775877 | 0.258647 | 0.802885 | 0.367272 |
| 275 | WIDS | RLN | standard | wgan | 0.774716 | 0.573744 | 0.774716 | 0.865625 | 0.781627 | 0.259538 | 0.774038 | 0.359183 |
| 276 | WIDS | VIME | adversarial | None | 0.721232 | 0.520908 | 0.721232 | 0.858083 | 0.817424 | 0.290803 | 0.719551 | 0.375877 |
| 277 | WIDS | VIME | adversarial | ctgan | 1 | 1 | 1 | 0.481602 | 0.0897067 | 0.0897067 | 1 | 0 |
| 278 | WIDS | VIME | adversarial | cutmix | 0.54295 | 0.435008 | 0.53517 | 0.848634 | 0.877516 | 0.374172 | 0.543269 | 0.385224 |
| 279 | WIDS | VIME | adversarial | goggle | 0.701783 | 0.591896 | 0.698865 | 0.840282 | 0.801754 | 0.268263 | 0.700321 | 0.345534 |
| 280 | WIDS | VIME | adversarial | tablegan | 0.552674 | 0.42269 | 0.552674 | 0.852839 | 0.881541 | 0.38764 | 0.552885 | 0.399356 |
| 281 | WIDS | VIME | adversarial | tvae | 0.721232 | 0.617828 | 0.721232 | 0.846137 | 0.787378 | 0.25641 | 0.721154 | 0.338873 |
| 282 | WIDS | VIME | adversarial | wgan | 0.714749 | 0.606159 | 0.714749 | 0.845063 | 0.790684 | 0.258701 | 0.714744 | 0.339471 |
| 283 | WIDS | VIME | standard | None | 0.722853 | 0.503404 | 0.713128 | 0.865195 | 0.822887 | 0.298408 | 0.721154 | 0.384242 |
| 284 | WIDS | VIME | standard | ctgan | 1 | 1 | 1 | 0.482135 | 0.0897067 | 0.0897067 | 1 | 0 |
| 285 | WIDS | VIME | standard | cutmix | 0.698541 | 0.476499 | 0.693679 | 0.857219 | 0.83295 | 0.308949 | 0.697115 | 0.386504 |
| 286 | WIDS | VIME | standard | goggle | 0.701783 | 0.49141 | 0.696921 | 0.849169 | 0.81153 | 0.279949 | 0.700321 | 0.358104 |
| 287 | WIDS | VIME | standard | tablegan | 0.71799 | 0.501459 | 0.71799 | 0.864065 | 0.827918 | 0.304703 | 0.716346 | 0.388953 |
| 288 | WIDS | VIME | standard | tvae | 0.726094 | 0.505673 | 0.726094 | 0.858235 | 0.808367 | 0.280495 | 0.725962 | 0.367134 |
| 289 | WIDS | VIME | standard | wgan | 0.755267 | 0.512156 | 0.753647 | 0.861035 | 0.795572 | 0.270426 | 0.753205 | 0.364984 |