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Table 5 Ablation experiments in pixel space, Fourier space, wavelet space

From: WDIG: a wavelet domain image generation framework based on frequency domain optimization

Loss Terms added in Image2StyleGAN

FID

Pixel space

Fourier space

Wavelet space

 

 × 

 × 

 × 

28.23

✓

 × 

 × 

27.80 (1.5%↑)

 × 

✓

 × 

28.03 (0.7%↑)

 × 

 × 

✓

27.66 (2.0%↑)

✓

✓

 × 

27.22 (3.6%↑)

✓

 × 

✓

25.49 (9.7%↑)

  1. The best results are highlighted in bold