Table 10 Generator and discriminator loss stability.
Architecture | Gen loss variance (↓) | Disc loss variance (↓) | Convergence time (epochs) (↓) |
|---|---|---|---|
Dual-Gland GAN (Ours) | 0.028 | 0.032 | 78 |
Traditional GAN42 | 0.573 | 0.492 | 250 + |
DCGAN34 | 0.186 | 0.214 | 187 |
WGAN43 | 0.074 | 0.085 | 132 |
Pix2Pix GAN44 | 0.092 | 0.107 | 150 |
Conditional GAN45 | 0.113 | 0.126 | 165 |
CycleGAN46 | 0.089 | 0.103 | 145 |
GSIP-GAN40 | 0.052 | 0.067 | 112 |
ECP-IGANN37 | 0.041 | 0.048 | 95 |
MCI-GAN38 | 0.063 | 0.075 | 124 |
