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GAN Loss Functions: LS-GAN vs. WGAN vs. WGAN-GP
- The choice of a loss function greatly affects the growth of artists using GANs.
- This article compares three loss functions: LS-GAN, WGAN, and WGAN-GP.
- WGAN uses Earth Mover's Distance to evaluate the distance between the generated and actual distribution.
- WGAN-GP adds a gradient penalty to maintain training stability and avoid extreme weight clipping.
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