Research Article
Semi-Supervised Cross-Modal Retrieval Based on Discriminative Comapping
Table 1
Retrieval performance (mAP) on three public datasets.
| wiki-R | wiki-W | Methods | I2T (%) | T2I (%) | Average (%) | I2T (%) | T2I (%) | Average (%) |
| PLS | 23.75 | 17.23 | 20.49 | 35.95 | 35.10 | 35.53 | CCA | 24.14 | 19.71 | 21.93 | 33.16 | 31.66 | 32.41 | SM | 22.64 | 21.84 | 22.24 | 36.85 | 38.67 | 37.76 | SCM | 26.62 | 22.57 | 24.59 | 37.48 | 39.26 | 38.37 | GMMFA | 23.09 | 20.34 | 21.72 | 28.41 | 24.87 | 26.64 | GMLDA | 24.64 | 19.52 | 22.08 | 30.03 | 28.06 | 29.05 | JLSLR | 23.60 | 21.22 | 22.41 | 39.42 | 36.91 | 38.17 | MDCR | 26.19 | 21.03 | 23.61 | 41.07 | 37.75 | 39.41 | ACMR | 33.22 | 24.50 | 28.86 | 50.61 | 42.82 | 46.72 | SGRCR | 28.42 | 22.71 | 25.57 | 43.65 | 40.60 | 42.10 | MRRDC | 28.93 | 26.29 | 27.61 | 62.34 | 53.00 | 57.67 |
| ā | Pascal sentence | INRIA-Websearch |
| PLS | 36.53 | 37.63 | 37.08 | 19.38 | 26.03 | 22.71 | CCA | 37.99 | 37.20 | 37.59 | 26.03 | 27.95 | 26.99 | SM | 44.98 | 43.39 | 44.19 | 37.83 | 35.31 | 36.57 | SCM | 40.71 | 39.35 | 40.03 | 35.44 | 30.87 | 33.16 | GMMFA | 37.32 | 34.70 | 36.01 | 28.09 | 30.37 | 29.23 | GMLDA | 40.80 | 38.77 | 39.79 | 47.59 | 54.07 | 50.83 | JLSLR | 45.42 | 45.56 | 45.49 | 52.51 | 54.53 | 53.52 | MDCR | 43.22 | 46.22 | 44.72 | 47.09 | 45.99 | 46.54 | ACMR | 46.81 | 56.23 | 51.52 | 55.85 | 66.92 | 61.39 | SGRCR | 49.23 | 50.00 | 49.60 | 54.10 | 55.40 | 54.78 | MRRDC | 66.49 | 58.54 | 62.52 | 56.70 | 68.81 | 62.76 |
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