Research map / Image generation / GANs
Mixture Density Generative Adversarial Networks
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a simplex Gaussian mixture likelihood to encourage discriminator embedding clusters | GAN training (MD-GAN) · MNT | FID: 6.7 -> 6.29 | Helped |
| Use a simplex Gaussian mixture likelihood to encourage discriminator embedding clusters | GAN training (MD-GAN) · FMNT | FID: 18.0 -> 11.79 | Helped |
| Use a simplex Gaussian mixture likelihood to encourage discriminator embedding clusters | GAN training (MD-GAN) · CFR | FID: 52.9 -> 36.80 | Helped |
| Use a simplex Gaussian mixture likelihood to encourage discriminator embedding clusters | GAN training (MD-GAN) · Clb | FID: 26.8 -> 24.51 | Helped |
| Use a simplex Gaussian mixture likelihood to encourage discriminator embedding clusters | GAN training (MD-GAN) · 2D-grid of 25 Gaussians | modes: 24.6 -> 25 | Helped |
| Use a simplex Gaussian mixture likelihood to encourage discriminator embedding clusters | GAN training (MD-GAN) · 2D-grid of 25 Gaussians | % hq: 40 -> 99.36 ± 2.28 | Helped |
Closest papers by meaning
- MGAN: Training Generative Adversarial Nets with Multiple Generators (ICLR 2018 · similarity 0.92)
- AdaGAN: Boosting Generative Models (NeurIPS 2017 · similarity 0.90)
- Dual Discriminator Generative Adversarial Nets (NeurIPS 2017 · similarity 0.90)
- BourGAN: Generative Networks with Metric Embeddings (NeurIPS 2018 · similarity 0.90)
- Mixed batches and symmetric discriminators for GAN training (ICML 2018 · similarity 0.90)
- Structure-preserving GANs (ICML 2022 · similarity 0.89)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.