Open Access
Table 3
Number of model parameters and training time per epoch for different numbers of missing bands.
| Model | Drop 1 band | Drop 2 bands | Drop 3 bands | |||
|---|---|---|---|---|---|---|
| # of param | s/epoch | # of param | s/epoch | # of param | s/epoch | |
| US-GAN | 140 745 | 17.83 | 79 295 | 17.06 | 106 607 | 17.03 |
| GP-VAE | 40 897 | 6.69 | 143 041 | 12.65 | 34 273 | 6.89 |
| M-RNN | 35 231 | 4.98 | 50 381 | 5.18 | 20 615 | 5.32 |
| BRITS | 46 636 | 15.21 | 75 826 | 15.64 | 75 826 | 15.35 |
| Transformer | 331 521 | 12.96 | 405 697 | 12.48 | 864 033 | 12.72 |
| iTransformer | 811 015 | 11.48 | 924 807 | 10.91 | 925 703 | 10.99 |
| SAITS | 1 713 677 | 12.95 | 1 056 781 | 12.23 | 1 873 677 | 12.68 |
Notes. Training time is given in seconds. The default maximum number of epochs is 100.
Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.
Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.
Initial download of the metrics may take a while.