Conditional Image Generation
Conditional image generation is the task of generating new images from a dataset conditional on their class.
( Image credit: PixelCNN++ )
Papers
Showing 1–10 of 286 papers
All datasetsCIFAR-10ImageNet 128x128ArtBench-10 (32x32)CIFAR-100ImageNet 64x64COCO-AnimalsImageNet 256x256CelebAMask-HQCIFAR-10 LTImageNet-LTTiny ImageNet
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Projection Discriminator | FID | 17.5 | — | Unverified |
| 2 | BigGAN | FID | 14.73 | — | Unverified |
| 3 | CR-BigGAN | FID | 11.67 | — | Unverified |
| 4 | ContraGAN | FID | 10.3 | — | Unverified |
| 5 | NDA | FID | 9.42 | — | Unverified |
| 6 | Splitting GAN | Inception score | 8.87 | — | Unverified |
| 7 | WGAN-GP | Inception score | 8.67 | — | Unverified |
| 8 | SGAN | Inception score | 8.59 | — | Unverified |
| 9 | AC-GAN | Inception score | 8.25 | — | Unverified |
| 10 | Improved GAN | Inception score | 8.09 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AC-GAN | Inception score | 28.5 | — | Unverified |
| 2 | Projection Discriminator | FID | 27.62 | — | Unverified |
| 3 | SAGAN | FID | 18.65 | — | Unverified |
| 4 | Your Local GAN | FID | 15.94 | — | Unverified |
| 5 | HamGAN | FID | 14.8 | — | Unverified |
| 6 | FQ-GAN | FID | 13.77 | — | Unverified |
| 7 | BigGAN + instance selection | FID | 9.61 | — | Unverified |
| 8 | IC-GAN + DA | FID | 9.5 | — | Unverified |
| 9 | Omni-GAN | FID | 8.3 | — | Unverified |
| 10 | ReACGAN | FID | 8.21 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Projected GAN | FID | 11.84 | — | Unverified |
| 2 | BigGAN + CR | FID | 4.65 | — | Unverified |
| 3 | StyleGAN2 | FID | 4.49 | — | Unverified |
| 4 | BigGAN + DiffAug | FID | 4.06 | — | Unverified |
| 5 | ReACGAN + DiffAug | FID | 3.18 | — | Unverified |
| 6 | StyleGAN2 + ADA | FID | 2.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | FQ-GAN | FID | 9.67 | — | Unverified |
| 2 | SAGAN + instance selection | FID | 9.07 | — | Unverified |
| 3 | IC-GAN + DA | FID | 6.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BigGAN+ [Brock et al.] (chx96) | FID | 8.1 | — | Unverified |
| 2 | DiGIT | FID | 3.39 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SCDM | FID | 17.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BigGAN + gSR | FID | 12.03 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | StyleGAN2 + NoisyTwins | FID | 21.29 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ADC-GAN | FID | 19.02 | — | Unverified |