Research Article
Cross-Modal Search for Social Networks via Adversarial Learning
Table 2
MAP evaluations on the Wikipedia dataset.
| ā | Traditional-based | DNN-based | GAN-based | JFSSL | CMDN | DCCA | ACMR | CMGAN | CMSAL |
| MAP@5 | txt2img | 0.2685 | 0.4406 | 0.5094 | 0.6225 | 0.6629 | 0.6563 | img2txt | 0.2151 | 0.3473 | 0.4125 | 0.4987 | 0.5391 | 0.5123 | average | 0.2418 | 0.3940 | 0.4609 | 0.5606 | 0.6010 | 0.5843 |
| MAP@20 | txt2img | 0.2831 | 0.4264 | 0.4895 | 0.6109 | 0.6513 | 0.6463 | img2txt | 0.2209 | 0.3576 | 0.4102 | 0.4986 | 0.5390 | 0.5095 | average | 0.252 | 0.392 | 0.4498 | 0.5548 | 0.5951 | 0.5779 |
| MAP@50 | txt2img | 0.2543 | 0.4146 | 0.4624 | 0.5732 | 0.6136 | 0.6315 | img2txt | 0.2178 | 0.3454 | 0.3956 | 0.4835 | 0.5239 | 0.5031 | average | 0.2361 | 0.3800 | 0.4290 | 0.5284 | 0.5687 | 0.5673 |
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