Table 2.
The MAP protocols on MIRFLICKR25K, NUS-WIDE, and MS-COCO (MAP@ALL). Results are indicated in bold. ‘/’ denotes unavailable results, and ‘*’ indicates results cited from the original paper.
Task | Method | MIRFLICKR-25K | NUS-WIDE | MS-COCO | ||||||
---|---|---|---|---|---|---|---|---|---|---|
16 bits | 32 bits | 64 bits | 16 bits | 32 bits | 64 bits | 16 bits | 32 bits | 64 bits | ||
I2T | DCMH [5] | 0.7323 | 0.7432 | 0.7502 | 0.5248 | 0.6000 | 0.6197 | 0.5179 | 0.5314 | 0.5472 |
CMHH [6] | 0.6863 | 0.6901 | 0.6887 | 0.5233 | 0.5171 | 0.5236 | 0.5530 | 0.5461 | 0.4714 | |
AGAH [7] | 0.7006 | 0.7241 | 0.6912 | 0.3945 | 0.4107 | 0.4258 | 0.5501 | 0.5515 | 0.5518 | |
CPAH [8] | 0.8063 | 0.8237 | 0.8305 | 0.5686 | 0.6207 | 0.6342 | 0.5949 | 0.6426 | 0.6448 | |
DADH [14] | 0.7333 | 0.7449 | 0.7496 | 0.5953 | 0.6084 | 0.6030 | 0.5750 | 0.5788 | 0.5755 | |
SCAHN [17] | 0.7828 | 0.7942 | 0.8021 | 0.6550 | 0.6580 | 0.6744 | 0.6479 | 0.6426 | 0.6431 | |
DCHUC [21] | 0.7358 | 0.7464 | 0.7427 | 0.6159 | 0.6460 | 0.6755 | 0.5282 | 0.5489 | 0.5338 | |
MESDCH [25] | 0.7898 | 0.8032 | 0.8153 | 0.6607 | 0.6832 | 0.6968 | 0.6590 | 0.6960 | 0.7212 | |
SCCGDH [20] | 0.7748 | 0.7949 | 0.7933 | 0.6770 | 0.6931 | 0.6977 | 0.6044 | 0.6351 | 0.6647 | |
MIAN [19] | 0.8044 | 0.8178 | 0.8183 | 0.6303 | 0.6433 | 0.6374 | 0.5856 | 0.6121 | 0.6131 | |
GCDH [42] | 0.8373 | 0.8545 | 0.8630 | 0.7136 | 0.7263 | 0.7424 | 0.7268 | 0.7630 | 0.7826 | |
DAPH * [18] | / | / | / | / | 0.6840 | 0.6930 | 0.6870 | 0.7180 | / | |
MAFH [24] | 0.7981 | 0.8168 | 0.8263 | 0.6367 | 0.6422 | 0.6582 | 0.6044 | 0.6689 | 0.6871 | |
DSPH [23] | 0.8016 | 0.8301 | 0.8446 | 0.6847 | 0.7015 | 0.7125 | 0.6864 | 0.7493 | 0.7704 | |
Ours | 0.8484 | 0.8665 | 0.8740 | 0.7052 | 0.7236 | 0.7356 | 0.7542 | 0.8021 | 0.8219 | |
T2I | DCMH [5] | 0.7554 | 0.7716 | 0.7788 | 0.5545 | 0.5903 | 0.5957 | 0.5508 | 0.5883 | 0.6049 |
CMHH [6] | 0.6809 | 0.7134 | 0.7012 | 0.4795 | 0.4541 | 0.4668 | 0.4847 | 0.4980 | 0.5053 | |
AGAH [7] | 0.6873 | 0.7496 | 0.7478 | 0.4344 | 0.3980 | 0.4382 | 0.5012 | 0.5146 | 0.5191 | |
CPAH [8] | 0.7947 | 0.8064 | 0.8082 | 0.5605 | 0.5686 | 0.6053 | 0.5891 | 0.6384 | 0.6413 | |
DADH [14] | 0.7641 | 0.7748 | 0.7813 | 0.5631 | 0.5609 | 0.5711 | 0.4767 | 0.4819 | 0.4921 | |
SCAHN [17] | 0.7845 | 0.7956 | 0.7997 | 0.6692 | 0.6715 | 0.6795 | 0.6470 | 0.6430 | 0.6396 | |
DCHUC [21] | 0.7522 | 0.7712 | 0.7708 | 0.6356 | 0.6795 | 0.7019 | 0.5220 | 0.5269 | 0.5185 | |
MESDCH [25] | 0.7741 | 0.7898 | 0.7991 | 0.6662 | 0.6840 | 0.6977 | 0.6345 | 0.6737 | 0.7019 | |
SCCGDH [20] | 0.7622 | 0.7785 | 0.7903 | 0.6759 | 0.7072 | 0.7115 | 0.5949 | 0.6427 | 0.6475 | |
MIAN [19] | 0.7947 | 0.8013 | 0.8082 | 0.6486 | 0.6685 | 0.6586 | 0.5459 | 0.5997 | 0.5940 | |
GCDH [42] | 0.8103 | 0.8230 | 0.8319 | 0.7195 | 0.7348 | 0.7474 | 0.7219 | 0.7597 | 0.7845 | |
DAPH * [18] | / | / | / | / | 0.6770 | 0.6890 | 0.7030 | 0.7300 | / | |
MAFH [24] | 0.7841 | 0.7982 | 0.8006 | 0.6357 | 0.6480 | 0.6542 | 0.5963 | 0.6733 | 0.6912 | |
DSPH [23] | 0.7972 | 0.8133 | 0.8351 | 0.7025 | 0.7177 | 0.7315 | 0.6921 | 0.7520 | 0.7714 | |
Ours | 0.8238 | 0.8406 | 0.8481 | 0.7403 | 0.7578 | 0.7665 | 0.7593 | 0.8044 | 0.8263 |