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Models/LGGAN

LGGAN

Reported on 24 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision8 results

Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
PSNR· 2019-12-27
22.9949
SOTA
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
SD· 2019-12-27
19.6145
SOTA
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image Translationoncvusa
KL· 2019-12-27
2.55
best: 2.6 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image Translationoncvusa
PSNR· 2019-12-27
22.5766
best: 22.8223 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image Translationoncvusa
SD· 2019-12-27
19.744
best: 19.8276 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image Translationoncvusa
SSIM· 2019-12-27
0.5238
best: 0.5366 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
KL· 2019-12-27
2.18
best: 5.17 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
SSIM· 2019-12-27
0.5457
best: 0.5938 (SelectionGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215

Medical8 results

Image GenerationonDayton (256×256) - aerial-to-ground
PSNR· 2019-12-27
22.9949
SOTA
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image GenerationonDayton (256×256) - aerial-to-ground
SD· 2019-12-27
19.6145
SOTA
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image Generationoncvusa
KL· 2019-12-27
2.55
best: 2.6 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image Generationoncvusa
PSNR· 2019-12-27
22.5766
best: 22.8223 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image Generationoncvusa
SD· 2019-12-27
19.744
best: 19.8276 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image Generationoncvusa
SSIM· 2019-12-27
0.5238
best: 0.5366 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image GenerationonDayton (256×256) - aerial-to-ground
KL· 2019-12-27
2.18
best: 5.17 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
Image GenerationonDayton (256×256) - aerial-to-ground
SSIM· 2019-12-27
0.5457
best: 0.5938 (SelectionGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215

Miscellaneous8 results

1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
PSNR· 2019-12-27
22.9949
SOTA
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
SD· 2019-12-27
19.6145
SOTA
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 Stitchingoncvusa
KL· 2019-12-27
2.55
best: 2.6 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 Stitchingoncvusa
PSNR· 2019-12-27
22.5766
best: 22.8223 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 Stitchingoncvusa
SD· 2019-12-27
19.744
best: 19.8276 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 Stitchingoncvusa
SSIM· 2019-12-27
0.5238
best: 0.5366 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
KL· 2019-12-27
2.18
best: 5.17 (UniGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215
1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
SSIM· 2019-12-27
0.5457
best: 0.5938 (SelectionGAN)
Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation arXiv:1912.12215