Table 5:
Evaluation Results for Attribute Classification.
| Precision | Recall | F1 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Attribute | # | DRNet | SACAR-V | SACAR-U | SACAR-A | DRNet | SACAR-V | SACAR-U | SACAR-A | DRNet | SACAR-V | SACAR-U | SACAR-A |
| Morphology | 1438 | – | – | – | – | – | – | – | – | 0.7716 | 0.8548 | 0.8263 | 0.8868 |
| Rhythm | 388 | 0.6087 | 0.8941 | 0.8254 | 0.9549 | 0.8660 | 0.9965 | 0.9820 | 0.9961 | 0.7149 | 0.9425 | 0.8969 | 0.9751 |
| V wave | 37 | 0.6977 | 0.6849 | 0.5217 | 0.7143 | 0.8108 | 0.8228 | 0.8000 | 1.0000 | 0.7500 | 0.7475 | 0.6316 | 0.8333 |
| Wicket spikes | 11 | 0.5000 | 0.7000 | 0.5000 | 1.0000 | 0.1818 | 0.6363 | 0.1818 | 1.0000 | 0.2667 | 0.6667 | 0.2677 | 1.0000 |
| Spike | 43 | 0.8000 | 0.5319 | 0.7083 | 0.7500 | 0.5581 | 0.5814 | 0.3953 | 0.3023 | 0.6575 | 0.5556 | 0.5075 | 0.4309 |
| Sharp wave | 107 | 0.9195 | 0.7091 | 0.6696 | 0.6522 | 0.7577 | 0.7290 | 0.7009 | 0.8333 | 0.8247 | 0.7189 | 0.6849 | 0.7317 |
| Slow wave | 64 | 0.8929 | 0.8305 | 0.8276 | 0.9048 | 0.7813 | 0.7656 | 0.7500 | 0.8261 | 0.8333 | 0.7967 | 0.7869 | 0.8636 |
| K-complex | 11 | 0.8889 | 0.9000 | 0.6667 | 1.0000 | 0.7273 | 0.8181 | 0.5454 | 1.0000 | 0.8000 | 0.8571 | 0.6000 | 1.0000 |
| Sleep spindles | 28 | 0.5526 | 0.7248 | 0.6875 | 0.8333 | 0.7500 | 0.8081 | 0.7917 | 1.0000 | 0.6364 | 0.7642 | 0.7360 | 0.9091 |
| Spike-and-slow | 106 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.6132 | 0.5934 | 0.4615 | 0.6250 | 0.7602 | 0.7448 | 0.6316 | 0.7692 |
| Triphasic wave | 16 | 0.8333 | 0.7143 | 0.8000 | 1.0000 | 0.6250 | 0.3125 | 0.2500 | 0.8000 | 0.7143 | 0.4348 | 0.3810 | 0.8889 |
| Polyspike complex | 29 | 0.7500 | 0.9286 | 0.8750 | 0.4000 | 0.5172 | 0.4483 | 0.2414 | 1.0000 | 0.6122 | 0.6047 | 0.3784 | 0.5714 |
| Suppression | 48 | 0.5814 | 1.0000 | 0.6923 | 1.0000 | 0.5208 | 0.1667 | 0.3103 | 0.2857 | 0.5495 | 0.2857 | 0.4286 | 0.4444 |
| Slowing | 174 | 0.9371 | 0.7910 | 0.7453 | 0.8710 | 0.7701 | 0.9138 | 0.9080 | 0.9000 | 0.8454 | 0.84480 | 0.8187 | 0.8852 |
| Breach Rhythm | 12 | 0.8000 | 1.0000 | 0.8889 | 1.0000 | 0.6667 | 1.0000 | 0.6667 | 1.0000 | 0.7273 | 1.0000 | 0.7619 | 1.0000 |
| Photic Driving | 51 | 0.8750 | 1.0000 | 0.9329 | 1.0000 | 0.6863 | 0.8294 | 0.7414 | 1.0000 | 0.7692 | 0.9067 | 0.8262 | 1.0000 |
| PLEDs | 20 | 0.5625 | 0.4167 | 0.2222 | 0.3333 | 0.4500 | 0.2500 | 0.2000 | 0.2500 | 0.5000 | 0.3125 | 0.2105 | 0.2857 |
| Epileptiform discharge | 136 | 0.7934 | 0.6519 | 0.6173 | 0.7000 | 0.7059 | 0.7574 | 0.7353 | 0.6364 | 0.7471 | 0.7007 | 0.6711 | 0.6667 |
| Disorganization | 98 | 0.8000 | 0.7416 | 0.6574 | 0.7895 | 0.6122 | 0.6735 | 0.7245 | 0.6250 | 0.6936 | 0.7059 | 0.6893 | 0.6977 |
| Unspecified | 59 | 0.3855 | 0.8158 | 0.7941 | 1.0000 | 0.5424 | 0.5254 | 0.4576 | 0.4286 | 0.4507 | 0.6392 | 0.5806 | 0.6000 |
| Frequecy Band | 1438 | – | – | – | – | – | – | – | – | 0.8754 | 0.8911 | 0.8862 | 0.9356 |
| Alpha | 128 | 0.8632 | 0.8710 | 0.8779 | 0.9286 | 0.7891 | 0.8438 | 0.8984 | 0.8387 | 0.8245 | 0.8571 | 0.8880 | 0.8814 |
| Beta | 91 | 0.6881 | 0.3929 | 0.3704 | 0.8750 | 0.8242 | 0.2418 | 0.2198 | 0.6364 | 0.7500 | 0.2993 | 0.2759 | 0.7368 |
| Delta | 129 | 0.8416 | 0.7381 | 0.7949 | 0.9524 | 0.6589 | 0.4806 | 0.4806 | 0.7143 | 0.7391 | 0.5822 | 0.5990 | 0.8163 |
| Theta | 118 | 0.7755 | 0.7471 | 0.7944 | 0.9000 | 0.6441 | 0.5508 | 0.7203 | 0.6923 | 0.7037 | 0.6341 | 0.7556 | 0.7826 |
| N/A | 972 | 0.9067 | 0.9683 | 0.9593 | 0.9744 | 0.9410 | 0.9889 | 0.9797 | 0.9954 | 0.9235 | 0.9785 | 0.9694 | 0.9848 |
| Background | 1438 | 0.8904 | 0.9506 | 0.9657 | 0.9704 | 0.8197 | 0.9110 | 0.9506 | 0.9428 | 0.8543 | 0.9340 | 0.9581 | 0.9564 |
| Magnitude | 1438 | – | – | – | – | – | – | – | – | 0.8148 | 0.9175 | 0.9461 | 0.9273 |
| Low | 184 | 0.7548 | 0.7669 | 0.7669 | 0.7273 | 0.5939 | 0.6757 | 0.6757 | 0.4444 | 0.6648 | 0.7184 | 0.7184 | 0.5517 |
| High | 175 | 0.6273 | 0.5119 | 0.5119 | 0.8421 | 0.6900 | 0.5890 | 0.4674 | 0.4848 | 0.6571 | 0.5478 | 0.7184 | 0.6154 |
| Normal | 1079 | 0.9210 | 0.9627 | 0.9909 | 0.9636 | 0.9396 | 1.0000 | 0.9992 | 0.9934 | 0.9302 | 0.9810 | 0.9851 | 0.9783 |
| Recurrence | 1438 | – | – | – | – | – | – | – | – | 0.7174 | 0.8746 | 0.8802 | 0.9045 |
| Continuous | 224 | 0.7244 | 0.6459 | 0.6286 | 0.6750 | 0.6546 | 0.7411 | 0.6185 | 0.8438 | 0.6878 | 0.6902 | 0.6235 | 0.7500 |
| Repeated | 262 | 0.7974 | 0.6809 | 0.7333 | 0.7179 | 0.6461 | 0.7328 | 0.6740 | 0.8740 | 0.7138 | 0.7059 | 0.7024 | 0.7883 |
| None | 952 | 0.6607 | 0.9626 | 0.9677 | 0.9761 | 0.8163 | 0.9563 | 0.9603 | 0.9574 | 0.7303 | 0.9594 | 0.9640 | 0.9667 |
| Dispersal | 1438 | – | – | – | – | – | – | – | – | 0.7283 | 0.8812 | 0.9222 | 0.8951 |
| Localized | 330 | 0.5955 | 0.8144 | 0.8174 | 0.7714 | 0.6424 | 0.8061 | 0.9091 | 0.5094 | 0.6181 | 0.8509 | 0.8608 | 0.6136 |
| Generalized | 246 | 0.5162 | 0.8061 | 0.8132 | 0.8400 | 0.5813 | 0.8618 | 0.9024 | 0.4118 | 0.5468 | 0.8330 | 0.8555 | 0.5526 |
| N/A | 862 | 0.8441 | 0.8935 | 0.9713 | 0.9464 | 0.7947 | 0.9153 | 0.9408 | 0.9943 | 0.8186 | 0.9043 | 0.9558 | 0.9698 |
| Hemisphere | 1438 | – | – | – | – | – | – | – | – | 0.8148 | 0.8878 | 0.9042 | 0.9117 |
| Right | 96 | 0.7634 | 0.8346 | 0.8571 | 0.8182 | 0.7396 | 0.5362 | 0.5556 | 0.6429 | 0.7513 | 0.6529 | 0.6742 | 0.7200 |
| Left | 159 | 0.8257 | 0.8519 | 0.8810 | 0.7647 | 0.5660 | 0.7233 | 0.6981 | 0.5200 | 0.6716 | 0.7823 | 0.7789 | 0.6190 |
| Both | 246 | 0.6027 | 0.9052 | 0.8832 | 0.8182 | 0.5488 | 0.7764 | 0.7683 | 0.4737 | 0.5745 | 0.8359 | 0.8217 | 0.6000 |
| N/A | 937 | 0.8603 | 0.9149 | 0.9248 | 0.9540 | 0.9218 | 0.9755 | 0.9840 | 0.9920 | 0.8900 | 0.9442 | 0.9535 | 0.9727 |
| Modality | 1438 | – | – | – | – | – | – | – | – | 0.9337 | 0.9613 | 0.9690 | 0.9550 |
| Factual | 1366 | 0.9696 | 0.9753 | 0.9754 | 0.9682 | 0.9939 | 0.9846 | 0.9883 | 0.9682 | 0.9816 | 0.9800 | 0.9818 | 0.9682 |
| Possible | 70 | 0.4308 | 0.8600 | 0.8627 | 0.7824 | 0.4000 | 0.6143 | 0.6286 | 0.5027 | 0.4148 | 0.7167 | 0.7273 | 0.6121 |
| Proposed | 76 | 0.2318 | 0.8776 | 0.8800 | 0.7429 | 0.4605 | 0.5658 | 0.5789 | 0.5098 | 0.3084 | 0.6880 | 0.6984 | 0.6049 |
| Polarity | 1438 | 0.9100 | 0.8864 | 0.9245 | 0.9165 | 0.7389 | 0.8121 | 0.8857 | 0.9071 | 0.8156 | 0.8476 | 0.9047 | 0.9118 |
| Location | 692 | 0.7450 | 0.6982 | 0.7285 | 0.7506 | 0.5958 | 0.6145 | 0.5753 | 0.6062 | 0.6618 | 0.6537 | 0.6429 | 0.6707 |
| Frontal | 189 | 0.7302 | 0.7091 | 0.7258 | 0.7522 | 0.4868 | 0.5044 | 0.4990 | 0.5951 | 0.5841 | 0.5895 | 0.5914 | 0.6645 |
| Occipital | 268 | 0.7871 | 0.7088 | 0.7500 | 0.7944 | 0.7313 | 0.8055 | 0.7216 | 0.7401 | 0.7582 | 0.7541 | 0.7355 | 0.7663 |
| Temporal | 128 | 0.6786 | 0.7338 | 0.7348 | 0.7561 | 0.5938 | 0.6418 | 0.6289 | 0.6257 | 0.6333 | 0.6847 | 0.6777 | 0.6847 |
| Central | 30 | 0.7500 | 0.6724 | 0.6827 | 0.6201 | 0.4109 | 0.5006 | 0.4548 | 0.3195 | 0.5309 | 0.5739 | 0.5459 | 0.4217 |
| Parietal | 10 | 0.5714 | 0.2500 | 0.6000 | 0.5018 | 0.4000 | 0.4000 | 0.5000 | 0.3520 | 0.4706 | 0.3077 | 0.5455 | 0.4138 |
| Frontocentral | 50 | 0.8824 | 0.8247 | 0.8422 | 0.8563 | 0.6000 | 0.5818 | 0.5981 | 0.6244 | 0.7143 | 0.6823 | 0.6995 | 0.7222 |
| Frontotemporal | 17 | 0.5618 | 0.4086 | 0.5374 | 0.4218 | 0.4963 | 0.3238 | 0.3877 | 0.3380 | 0.5270 | 0.3613 | 0.4504 | 0.3753 |