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Models/RAT-GAN

RAT-GAN

Reported on 20 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.

Audio10 results

  • 10-shot image generationonOxford 102 Flowers
    Inception score· 2022-04-22
    4.09
    best: 4.35 (RAT-Diffusion)
    SOTA
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 1 Image, 2*2 StitchionOxford 102 Flowers
    Inception score· 2022-04-22
    4.09
    best: 4.35 (RAT-Diffusion)
    SOTA
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 10-shot image generationonCOCO (Common Objects in Context)
    FID· 2022-04-22
    14.6
    best: 5 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 10-shot image generationonOxford 102 Flowers
    FID· 2022-04-22
    16.04
    best: 9.52 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 10-shot image generationonCUB
    FID· 2022-04-22
    10.21
    best: 6.36 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 10-shot image generationonCUB
    Inception score· 2022-04-22
    5.36
    best: 8.44 (Swinv2-Imagen)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 1 Image, 2*2 StitchionCOCO (Common Objects in Context)
    FID· 2022-04-22
    14.6
    best: 5 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 1 Image, 2*2 StitchionOxford 102 Flowers
    FID· 2022-04-22
    16.04
    best: 9.52 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 1 Image, 2*2 StitchionCUB
    FID· 2022-04-22
    10.21
    best: 6.36 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • 1 Image, 2*2 StitchionCUB
    Inception score· 2022-04-22
    5.36
    best: 8.44 (Swinv2-Imagen)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482

Medical5 results

  • Image GenerationonOxford 102 Flowers
    Inception score· 2022-04-22
    4.09
    best: 4.35 (RAT-Diffusion)
    SOTA
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Image GenerationonCOCO (Common Objects in Context)
    FID· 2022-04-22
    14.6
    best: 5 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Image GenerationonOxford 102 Flowers
    FID· 2022-04-22
    16.04
    best: 9.52 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Image GenerationonCUB
    FID· 2022-04-22
    10.21
    best: 6.36 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Image GenerationonCUB
    Inception score· 2022-04-22
    5.36
    best: 8.44 (Swinv2-Imagen)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482

Natural Language Processing5 results

  • Text-to-Image GenerationonOxford 102 Flowers
    Inception score· 2022-04-22
    4.09
    best: 4.35 (RAT-Diffusion)
    SOTA
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Text-to-Image GenerationonCOCO (Common Objects in Context)
    FID· 2022-04-22
    14.6
    best: 5 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Text-to-Image GenerationonOxford 102 Flowers
    FID· 2022-04-22
    16.04
    best: 9.52 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Text-to-Image GenerationonCUB
    FID· 2022-04-22
    10.21
    best: 6.36 (RAT-Diffusion)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482
  • Text-to-Image GenerationonCUB
    Inception score· 2022-04-22
    5.36
    best: 8.44 (Swinv2-Imagen)
    Recurrent Affine Transformation for Text-to-image SynthesisarXiv:2204.10482