Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/UniGAN

UniGAN

Reported on 52 benchmarks across 4 tasks · 1 paper · 44 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision24 results

Image-to-Image TranslationonDayton (64x64) - ground-to-aerial
LPIPS· 2019-12-12
0.4527
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image Translationoncvusa
KL· 2019-12-12
2.6
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image Translationoncvusa
PSNR· 2019-12-12
22.8223
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image Translationoncvusa
SD· 2019-12-12
19.8276
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image Translationoncvusa
SSIM· 2019-12-12
0.5366
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (64×64) - aerial-to-ground
KL· 2019-12-12
2.16
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (64×64) - aerial-to-ground
LPIPS· 2019-12-12
0.3817
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (64×64) - aerial-to-ground
PSNR· 2019-12-12
23.3632
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (64×64) - aerial-to-ground
SD· 2019-12-12
16.4788
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
KL· 2019-12-12
5.17
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
PSNR· 2019-12-12
22.0273
best: 22.9949 (LGGAN)
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
SD· 2019-12-12
17.6542
best: 19.6145 (LGGAN)
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonNTU Hand Digit
AMT· 2019-12-12
29.3
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonNTU Hand Digit
FID· 2019-12-12
6.7493
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonNTU Hand Digit
FRD· 2019-12-12
1.7401
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonNTU Hand Digit
PSNR· 2019-12-12
32.6574
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonSenz3D
AMT· 2019-12-12
27.6
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonSenz3D
FID· 2019-12-12
12.4465
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonSenz3D
FRD· 2019-12-12
2.2104
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonSenz3D
PSNR· 2019-12-12
31.542
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (64×64) - aerial-to-ground
SSIM· 2019-12-12
0.5064
best: 0.6865 (SelectionGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
SSIM· 2019-12-12
0.3357
best: 0.5938 (SelectionGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonNTU Hand Digit
IS· 2019-12-12
2.3783
best: 2.5532 (GestureGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
HandonSenz3D
IS· 2019-12-12
2.2159
best: 3.4107 (GestureGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112

Medical14 results

Image GenerationonDayton (64x64) - ground-to-aerial
LPIPS· 2019-12-12
0.4527
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image Generationoncvusa
KL· 2019-12-12
2.6
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image Generationoncvusa
PSNR· 2019-12-12
22.8223
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image Generationoncvusa
SD· 2019-12-12
19.8276
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image Generationoncvusa
SSIM· 2019-12-12
0.5366
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (64×64) - aerial-to-ground
KL· 2019-12-12
2.16
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (64×64) - aerial-to-ground
LPIPS· 2019-12-12
0.3817
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (64×64) - aerial-to-ground
PSNR· 2019-12-12
23.3632
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (64×64) - aerial-to-ground
SD· 2019-12-12
16.4788
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (256×256) - aerial-to-ground
KL· 2019-12-12
5.17
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (256×256) - aerial-to-ground
PSNR· 2019-12-12
22.0273
best: 22.9949 (LGGAN)
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (256×256) - aerial-to-ground
SD· 2019-12-12
17.6542
best: 19.6145 (LGGAN)
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (64×64) - aerial-to-ground
SSIM· 2019-12-12
0.5064
best: 0.6865 (SelectionGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
Image GenerationonDayton (256×256) - aerial-to-ground
SSIM· 2019-12-12
0.3357
best: 0.5938 (SelectionGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112

Miscellaneous14 results

1 Image, 2*2 StitchingonDayton (64x64) - ground-to-aerial
LPIPS· 2019-12-12
0.4527
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 Stitchingoncvusa
KL· 2019-12-12
2.6
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 Stitchingoncvusa
PSNR· 2019-12-12
22.8223
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 Stitchingoncvusa
SD· 2019-12-12
19.8276
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 Stitchingoncvusa
SSIM· 2019-12-12
0.5366
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (64×64) - aerial-to-ground
KL· 2019-12-12
2.16
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (64×64) - aerial-to-ground
LPIPS· 2019-12-12
0.3817
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (64×64) - aerial-to-ground
PSNR· 2019-12-12
23.3632
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (64×64) - aerial-to-ground
SD· 2019-12-12
16.4788
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
KL· 2019-12-12
5.17
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
PSNR· 2019-12-12
22.0273
best: 22.9949 (LGGAN)
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
SD· 2019-12-12
17.6542
best: 19.6145 (LGGAN)
SOTA
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (64×64) - aerial-to-ground
SSIM· 2019-12-12
0.5064
best: 0.6865 (SelectionGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
SSIM· 2019-12-12
0.3357
best: 0.5938 (SelectionGAN)
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation arXiv:1912.06112