Medical Image Generation
Medical image generation is the task of synthesising new medical images.
( Image credit: Towards Adversarial Retinal Image Synthesis )
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | StyleGAN | FID | 24.74 | — | Unverified |
| 2 | StyleGAN2 with DiffAugment | FID | 21.42 | — | Unverified |
| 3 | StyleGAN2-ADA | FID | 21.17 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | StyleGAN | FID | 29.06 | — | Unverified |
| 2 | StyleGAN2-ADA | FID | 10.78 | — | Unverified |
| 3 | StyleGAN2 with DiffAugment | FID | 4.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Progressive Growing GAN | FID | 8.02 | — | Unverified |
| 2 | StyleGAN2-ADA | FID | 3.52 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | StyleGAN2 with DiffAugment | FID | 3.07 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DCGAN | Frechet Inception Distance | 1.29 | — | Unverified |