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Models/VQ-Diffusion-B

VQ-Diffusion-B

Reported on 12 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.

Audio6 results

  • 10-shot image generationonOxford 102 Flowers
    FID· uses extra data· 2021-11-29
    14.88
    best: 9.52 (RAT-Diffusion)
    SOTA
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • 1 Image, 2*2 StitchionOxford 102 Flowers
    FID· uses extra data· 2021-11-29
    14.88
    best: 9.52 (RAT-Diffusion)
    SOTA
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • 10-shot image generationonCOCO (Common Objects in Context)
    FID· uses extra data· 2021-11-29
    19.75
    best: 5 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • 10-shot image generationonCUB
    FID· uses extra data· 2021-11-29
    11.94
    best: 6.36 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • 1 Image, 2*2 StitchionCOCO (Common Objects in Context)
    FID· uses extra data· 2021-11-29
    19.75
    best: 5 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • 1 Image, 2*2 StitchionCUB
    FID· uses extra data· 2021-11-29
    11.94
    best: 6.36 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822

Medical3 results

  • Image GenerationonOxford 102 Flowers
    FID· uses extra data· 2021-11-29
    14.88
    best: 9.52 (RAT-Diffusion)
    SOTA
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • Image GenerationonCOCO (Common Objects in Context)
    FID· uses extra data· 2021-11-29
    19.75
    best: 5 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • Image GenerationonCUB
    FID· uses extra data· 2021-11-29
    11.94
    best: 6.36 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822

Natural Language Processing3 results

  • Text-to-Image GenerationonOxford 102 Flowers
    FID· uses extra data· 2021-11-29
    14.88
    best: 9.52 (RAT-Diffusion)
    SOTA
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • Text-to-Image GenerationonCOCO (Common Objects in Context)
    FID· uses extra data· 2021-11-29
    19.75
    best: 5 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822
  • Text-to-Image GenerationonCUB
    FID· uses extra data· 2021-11-29
    11.94
    best: 6.36 (RAT-Diffusion)
    Vector Quantized Diffusion Model for Text-to-Image SynthesisarXiv:2111.14822