Research map / Image generation / GANs
Sphere Generative Adversarial Network Based on Geometric Moment Matching
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Sphere GAN-ResNet instead of Spectral Norm | CIFAR-10 image generation · CIFAR-10 | IS: 7.96 ± .06 -> 8.39 ± .08 | Helped |
| Use Sphere GAN-ResNet instead of Spectral Norm | CIFAR-10 image generation · CIFAR-10 | FID: 22.5 -> 17.1 | Helped |
| Use Sphere GAN-ResNet instead of Spectral Norm | STL-10 image generation · STL-10 | IS: 9.10 ± .04 -> 9.55 ± .11 | Helped |
| Use Sphere GAN-ResNet instead of Spectral Norm | STL-10 image generation · STL-10 | FID: 40.1 -> 31.4 | Helped |
| Use Sphere GAN instead of MMD-GAN-rq | LSUN Bedroom image generation · LSUN Bedroom | FID: 32.0 -> 16.9 | Helped |
| Use higher-order moment matching rather than only lower-order moments (ablation) | Sphere GAN on CIFAR-10 with ConvNet · CIFAR-10 | IS | Helped |
| Use moments higher than fifth order (ablation) | Sphere GAN on CIFAR-10 · CIFAR-10 | IS | Hurt |
| Increase the hypersphere dimension (ablation) | Sphere GAN on CIFAR-10 with ConvNet · CIFAR-10 | IS | Helped |
Closest papers by meaning
- CircleGAN: Generative Adversarial Learning across Spherical Circles (NeurIPS 2020 · similarity 0.87)
- Geometry Score: A Method For Comparing Generative Adversarial Networks (ICML 2018 · similarity 0.87)
- SphericGAN: Semi-Supervised Hyper-Spherical Generative Adversarial Networks for Fine-Grained Image Synthesis (CVPR 2022 · similarity 0.86)
- MMD GAN: Towards Deeper Understanding of Moment Matching Network (NeurIPS 2017 · similarity 0.86)
- McGan: Mean and Covariance Feature Matching GAN (ICML 2017 · similarity 0.86)
- SMaRt: Improving GANs with Score Matching Regularity (ICML 2024 · similarity 0.85)
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