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Reported on 18 benchmarks across 3 tasks · 2 papers · 12 SOTA

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

Computer Vision6 results

  • Image-to-Image TranslationonDayton (256×256) - ground-to-aerial
    SSIM· 2018-08-14
    0.2763
    best: 0.3284 (SelectionGAN)
    SOTA
    Cross-view image synthesis using geometry-guided conditional GANsarXiv:1808.05469
  • Image-to-Image TranslationonDayton (64x64) - ground-to-aerial
    SSIM· 2018-03-09
    0.3682
    best: 0.5118 (SelectionGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image-to-Image Translationoncvusa
    SSIM· 2018-03-09
    0.4356
    best: 0.5366 (UniGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image-to-Image TranslationonEgo2Top
    SSIM· 2018-03-09
    0.274
    best: 0.6024 (SelectionGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image-to-Image TranslationonDayton (64×64) - aerial-to-ground
    SSIM· 2018-03-09
    0.4921
    best: 0.6865 (SelectionGAN)
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image-to-Image TranslationonDayton (256×256) - aerial-to-ground
    SSIM· 2018-03-09
    0.4963
    best: 0.5938 (SelectionGAN)
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396

Medical6 results

  • Image GenerationonDayton (256×256) - ground-to-aerial
    SSIM· 2018-08-14
    0.2763
    best: 0.3284 (SelectionGAN)
    SOTA
    Cross-view image synthesis using geometry-guided conditional GANsarXiv:1808.05469
  • Image GenerationonDayton (64x64) - ground-to-aerial
    SSIM· 2018-03-09
    0.3682
    best: 0.5118 (SelectionGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image Generationoncvusa
    SSIM· 2018-03-09
    0.4356
    best: 0.5366 (UniGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image GenerationonEgo2Top
    SSIM· 2018-03-09
    0.274
    best: 0.6024 (SelectionGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image GenerationonDayton (64×64) - aerial-to-ground
    SSIM· 2018-03-09
    0.4921
    best: 0.6865 (SelectionGAN)
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • Image GenerationonDayton (256×256) - aerial-to-ground
    SSIM· 2018-03-09
    0.4963
    best: 0.5938 (SelectionGAN)
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396

Miscellaneous6 results

  • 1 Image, 2*2 StitchingonDayton (256×256) - ground-to-aerial
    SSIM· 2018-08-14
    0.2763
    best: 0.3284 (SelectionGAN)
    SOTA
    Cross-view image synthesis using geometry-guided conditional GANsarXiv:1808.05469
  • 1 Image, 2*2 StitchingonDayton (64x64) - ground-to-aerial
    SSIM· 2018-03-09
    0.3682
    best: 0.5118 (SelectionGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • 1 Image, 2*2 Stitchingoncvusa
    SSIM· 2018-03-09
    0.4356
    best: 0.5366 (UniGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • 1 Image, 2*2 StitchingonEgo2Top
    SSIM· 2018-03-09
    0.274
    best: 0.6024 (SelectionGAN)
    SOTA
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • 1 Image, 2*2 StitchingonDayton (64×64) - aerial-to-ground
    SSIM· 2018-03-09
    0.4921
    best: 0.6865 (SelectionGAN)
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396
  • 1 Image, 2*2 StitchingonDayton (256×256) - aerial-to-ground
    SSIM· 2018-03-09
    0.4963
    best: 0.5938 (SelectionGAN)
    Cross-View Image Synthesis using Conditional GANsarXiv:1803.03396