Table 2 Ablation study on datasets of MNIST, Fashion-MNIST, and OPT_aircraft-7, Blk-n means to add AWCBNA after the n-th ResBlk feature maps, and the best FID report.
From: Synthetic aircraft RS image modelling based on improved conditional GAN joint embedding network
AWCBNA | No | No | No | Blk-1 | Blk-2 | Blk-3 | Blk-1 |
|---|---|---|---|---|---|---|---|
ARSA | No | SA | \(\surd\) | \(\surd\) | \(\surd\) | \(\surd\) | No |
MNIST | 0.88 | 0.54 | 0.47 | 0.27 | 0.30 | 0.35 | 0.40 |
Fashion-MNIST | 1.35 | 1.13 | 0.76 | 0.31 | 0.37 | 0.42 | 0.54 |
Aircraft-7 | 23.8 | 21.4 | 19.3 | 7.5 | 8.1 | 8.8 | 14.8 |
