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Models/LCM (Curriculum DPO)

LCM (Curriculum DPO)

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 generationonDrawBench
    Aesthetics (Laion Aesthtetics Predictor)· 2024-05-22
    6.1829
    SOTA
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • 1 Image, 2*2 StitchionDrawBench
    Aesthetics (Laion Aesthtetics Predictor)· 2024-05-22
    6.1829
    SOTA
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • 10-shot image generationonDrawBench
    Human Preference Alignement (HPSv2)· 2024-05-22
    0.2851
    best: 0.261 (LCM)
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • 10-shot image generationonDrawBench
    Text Alignement (SentenceBERT)· 2024-05-22
    0.5812
    best: 0.6234 (Stable Diffusion 1.5 (Curriculum DPO))
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • 1 Image, 2*2 StitchionDrawBench
    Human Preference Alignement (HPSv2)· 2024-05-22
    0.2851
    best: 0.261 (LCM)
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • 1 Image, 2*2 StitchionDrawBench
    Text Alignement (SentenceBERT)· 2024-05-22
    0.5812
    best: 0.6234 (Stable Diffusion 1.5 (Curriculum DPO))
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637

Medical3 results

  • Image GenerationonDrawBench
    Aesthetics (Laion Aesthtetics Predictor)· 2024-05-22
    6.1829
    SOTA
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • Image GenerationonDrawBench
    Human Preference Alignement (HPSv2)· 2024-05-22
    0.2851
    best: 0.261 (LCM)
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • Image GenerationonDrawBench
    Text Alignement (SentenceBERT)· 2024-05-22
    0.5812
    best: 0.6234 (Stable Diffusion 1.5 (Curriculum DPO))
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637

Natural Language Processing3 results

  • Text-to-Image GenerationonDrawBench
    Aesthetics (Laion Aesthtetics Predictor)· 2024-05-22
    6.1829
    SOTA
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • Text-to-Image GenerationonDrawBench
    Human Preference Alignement (HPSv2)· 2024-05-22
    0.2851
    best: 0.261 (LCM)
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637
  • Text-to-Image GenerationonDrawBench
    Text Alignement (SentenceBERT)· 2024-05-22
    0.5812
    best: 0.6234 (Stable Diffusion 1.5 (Curriculum DPO))
    Curriculum Direct Preference Optimization for Diffusion and Consistency ModelsarXiv:2405.13637