10-shot image generation on DrawBench
Metric: Aesthetics (Laion Aesthtetics Predictor) (higher is better)
Metric: Aesthetics (Laion Aesthtetics Predictor) (higher is better)
| # | Model↕ | Aesthetics (Laion Aesthtetics Predictor)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LCM (Curriculum DPO) | 6.1829 | No | Curriculum Direct Preference Optimization for Di... | 2024-05-22 | Code |
| 2 | LCM (DPO) | 6.043 | No | Diffusion Model Alignment Using Direct Preferenc... | 2023-11-21 | Code |
| 3 | LCM (DDPO) | 6.0121 | No | Training Diffusion Models with Reinforcement Lea... | 2023-05-22 | Code |
| 4 | LCM | 5.8038 | No | Latent Consistency Models: Synthesizing High-Res... | 2023-10-06 | Code |
| 5 | Stable Diffusion 1.5 (Curriculum DPO) | 5.706 | No | Curriculum Direct Preference Optimization for Di... | 2024-05-22 | Code |
| 6 | Stable Diffusion 1.5 (DDPO) | 5.6748 | No | Training Diffusion Models with Reinforcement Lea... | 2023-05-22 | Code |
| 7 | Stable Diffusion 1.5 (DPO) | 5.6205 | No | Diffusion Model Alignment Using Direct Preferenc... | 2023-11-21 | Code |
| 8 | Stable Diffusion 1.5 | 5.4292 | No | High-Resolution Image Synthesis with Latent Diff... | 2021-12-20 | Code |