| Air-Quality数据集缺失率 | LOCF | GP-VAE | BRITS | SS-GAN | SAITS | TransImputeNet |
| 0.1 | 0.5130 | 0.4383 | 0.3716 | 0.3684 | 0.3414 | 0.3150 |
| 0.2 | 0.5387 | 0.4682 | 0.3751 | 0.3881 | 0.3479 | 0.3209 |
| 0.3 | 0.5664 | 0.4801 | 0.3930 | 0.3972 | 0.3605 | 0.3343 |
| 0.4 | 0.6001 | 0.5126 | 0.4301 | 0.4348 | 0.3921 | 0.3708 |
| 0.5 | 0.6763 | 0.5424 | 0.4574 | 0.4617 | 0.4146 | 0.3959 |
| 0.6 | 0.6804 | 0.5846 | 0.4958 | 0.5101 | 0.4539 | 0.4385 |
| 0.7 | 0.7537 | 0.6227 | 0.5173 | 0.5410 | 0.4689 | 0.4667 |
| 0.8 | 0.7916 | 0.6718 | 0.5817 | 0.6048 | 0.5238 | 0.5449 |
| 0.9 | 0.9010 | 0.7566 | 0.6736 | 0.7047 | 0.5941 | 0.6949 |