TABLE II.
COMPARISON WITH BASELINES IN TERMS OF MAP (WITH BEST RESULTS SHOWN IN BOLDFACE).
| Task | Method | ADNI1 |
ADNI2 |
AIBL |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| k = 16 | k = 32 | k = 64 | k = 128 | k = 16 | k = 32 | k = 64 | k = 128 | k = 16 | k = 32 | k = 64 | k = 128 | ||
| M → P | ACQ | 0.4163 | 0.3713 | 0.4015 | 0.4623 | 0.3883 | 0.4341 | 0.4386 | 0.4096 | 0.5498 | 0.5535 | 0.5563 | 0.5583 |
| STMH | 0.4246 | 0.4093 | 0.4087 | 0.3864 | 0.3778 | 0.4449 | 0.4511 | 0.4225 | 0.5870 | 0.6087 | 0.5995 | 0.5969 | |
| CVH | 0.3933 | 0.3842 | 0.4163 | 0.3752 | 0.4023 | 0.3896 | 0.4238 | 0.4003 | 0.5694 | 0.5710 | 0.5622 | 0.5654 | |
| SEPH | 0.4378 | 0.4416 | 0.4063 | 0.4320 | 0.4225 | 0.4610 | 0.4097 | 0.4670 | 0.6231 | 0.5944 | 0.5385 | 0.5660 | |
| SCM | 0.5037 | 0.4713 | 0.5109 | 0.5174 | 0.4368 | 0.4944 | 0.4452 | 0.5009 | 0.5735 | 0.5919 | 0.5892 | 0.5807 | |
| CMHH | 0.4738 | 0.4323 | 0.4502 | 0.4144 | 0.4520 | 0.4348 | 0.4576 | 0.4223 | 0.5932 | 0.5741 | 0.5794 | 0.5962 | |
| PGDH | 0.5124 | 0.5181 | 0.5276 | 0.5225 | 0.6275 | 0.5735 | 0.5861 | 0.5543 | 0.6054 | 0.6094 | 0.5928 | 0.6025 | |
| DCMH | 0.5562 | 0.5529 | 0.5366 | 0.5306 | 0.5819 | 0.5712 | 0.5914 | 0.5573 | 0.6160 | 0.6268 | 0.6261 | 0.5963 | |
| CenterHash | 0.5855 | 0.5598 | 0.5663 | 0.5818 | 0.6463 | 0.6164 | 0.6363 | 0.6278 | 0.6430 | 0.6361 | 0.6380 | 0.6371 | |
| P → M | ACQ | 0.3985 | 0.4242 | 0.3725 | 0.3706 | 0.3923 | 0.4023 | 0.4107 | 0.4466 | 0.5544 | 0.5548 | 0.5503 | 0.5503 |
| STMH | 0.4246 | 0.4093 | 0.4087 | 0.3864 | 0.4281 | 0.3923 | 0.3779 | 0.4586 | 0.5825 | 0.5907 | 0.5731 | 0.5821 | |
| CVH | 0.3913 | 0.3992 | 0.4079 | 0.4138 | 0.4099 | 0.3615 | 0.3768 | 0.4106 | 0.6075 | 0.5880 | 0.5881 | 0.5699 | |
| SEPH | 0.4585 | 0.3962 | 0.4587 | 0.3688 | 0.3807 | 0.3803 | 0.4223 | 0.4472 | 0.5555 | 0.5651 | 0.5775 | 0.5482 | |
| sCM | 0.4806 | 0.4658 | 0.4599 | 0.4659 | 0.4370 | 0.4853 | 0.4280 | 0.4635 | 0.5798 | 0.5892 | 0.5992 | 0.6106 | |
| CMHH | 0.4017 | 0.4098 | 0.4072 | 0.4008 | 0.4070 | 0.3961 | 0.4301 | 0.4121 | 0.5888 | 0.5850 | 0.5740 | 0.5964 | |
| PGDH | 0.5097 | 0.4565 | 0.4422 | 0.4592 | 0.4478 | 0.4585 | 0.4254 | 0.4408 | 0.5848 | 0.5935 | 0.5949 | 0.5996 | |
| DCMH | 0.5248 | 0.4601 | 0.4518 | 0.4468 | 0.4490 | 0.4521 | 0.4556 | 0.4449 | 0.5923 | 0.5824 | 0.5760 | 0.6118 | |
| CenterHash | 0.5312 | 0.4837 | 0.4989 | 0.4826 | 0.4835 | 0.4970 | 0.5131 | 0.4838 | 0.6251 | 0.6105 | 0.6303 | 0.6295 | |