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Models/DFGAN

DFGAN

Reported on 16 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Audio8 results

  • 10-shot image generationonMulti-Modal-CelebA-HQ
    Acc· 2020-08-13
    17.3
    best: 20.4 (TediGAN-B )
    SOTA
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 1 Image, 2*2 StitchionMulti-Modal-CelebA-HQ
    Acc· 2020-08-13
    17.3
    best: 20.4 (TediGAN-B )
    SOTA
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 10-shot image generationonMulti-Modal-CelebA-HQ
    FID· 2020-08-13
    137.6
    best: 10.31 (Swinv2-Imagen)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 10-shot image generationonMulti-Modal-CelebA-HQ
    LPIPS· 2020-08-13
    0.581
    best: 0.456 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 10-shot image generationonMulti-Modal-CelebA-HQ
    Real· 2020-08-13
    14.5
    best: 22.6 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 1 Image, 2*2 StitchionMulti-Modal-CelebA-HQ
    FID· 2020-08-13
    137.6
    best: 10.31 (Swinv2-Imagen)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 1 Image, 2*2 StitchionMulti-Modal-CelebA-HQ
    LPIPS· 2020-08-13
    0.581
    best: 0.456 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • 1 Image, 2*2 StitchionMulti-Modal-CelebA-HQ
    Real· 2020-08-13
    14.5
    best: 22.6 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865

Medical4 results

  • Image GenerationonMulti-Modal-CelebA-HQ
    Acc· 2020-08-13
    17.3
    best: 20.4 (TediGAN-B )
    SOTA
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • Image GenerationonMulti-Modal-CelebA-HQ
    FID· 2020-08-13
    137.6
    best: 10.31 (Swinv2-Imagen)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • Image GenerationonMulti-Modal-CelebA-HQ
    LPIPS· 2020-08-13
    0.581
    best: 0.456 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • Image GenerationonMulti-Modal-CelebA-HQ
    Real· 2020-08-13
    14.5
    best: 22.6 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865

Natural Language Processing4 results

  • Text-to-Image GenerationonMulti-Modal-CelebA-HQ
    Acc· 2020-08-13
    17.3
    best: 20.4 (TediGAN-B )
    SOTA
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • Text-to-Image GenerationonMulti-Modal-CelebA-HQ
    FID· 2020-08-13
    137.6
    best: 10.31 (Swinv2-Imagen)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • Text-to-Image GenerationonMulti-Modal-CelebA-HQ
    LPIPS· 2020-08-13
    0.581
    best: 0.456 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865
  • Text-to-Image GenerationonMulti-Modal-CelebA-HQ
    Real· 2020-08-13
    14.5
    best: 22.6 (TediGAN-A)
    DF-GAN: A Simple and Effective Baseline for Text-to-Image SynthesisarXiv:2008.05865