ML Research Wiki / Benchmarks / Text-to-Image Generation / DrawBench

DrawBench

Text-to-Image Generation Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: Aesthetics (Laion Aesthtetics Predictor)

Top Performing Models

Rank Model Paper Aesthetics (Laion Aesthtetics Predictor) Date Code
1 Stable Diffusion 1.5 (Curriculum DPO) Curriculum Direct Preference Optimization for Diffusion and Consistency Models 0.62 2024-05-22 📦 croitorualin/curriculum-dpo
2 Stable Diffusion 1.5 (DPO) Diffusion Model Alignment Using Direct Preference Optimization 0.61 2023-11-21 📦 SalesforceAIResearch/DiffusionDPO 📦 spengliang/sudo
3 Stable Diffusion 1.5 (DDPO) Training Diffusion Models with Reinforcement Learning 0.60 2023-05-22 📦 kvablack/ddpo-pytorch 📦 Owen-Oertell/rlcm 📦 akashsonowal/ddpo-pytorch
4 Stable Diffusion 1.5 High-Resolution Image Synthesis with Latent Diffusion Models 0.60 2021-12-20 📦 compvis/stable-diffusion 📦 labmlai/annotated_deep_learning_paper_implementations 📦 stability-ai/stablediffusion
5 LCM (Curriculum DPO) Curriculum Direct Preference Optimization for Diffusion and Consistency Models 0.58 2024-05-22 📦 croitorualin/curriculum-dpo
6 LCM (DDPO) Training Diffusion Models with Reinforcement Learning 0.57 2023-05-22 📦 kvablack/ddpo-pytorch 📦 Owen-Oertell/rlcm 📦 akashsonowal/ddpo-pytorch
7 LCM (DPO) Diffusion Model Alignment Using Direct Preference Optimization 0.57 2023-11-21 📦 SalesforceAIResearch/DiffusionDPO 📦 spengliang/sudo
8 LCM Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference 0.56 2023-10-06 📦 luosiallen/latent-consistency-model 📦 compvis/fm-boosting 📦 Owen-Oertell/rlcm 📦 TFNTF/PostEdit 📦 benearnthof/fm_boosting

All Papers (8)

croitorualin/curriculum-dpo
SalesforceAIResearch/DiffusionDPO spengliang/sudo
kvablack/ddpo-pytorch Owen-Oertell/rlcm akashsonowal/ddpo-pytorch
compvis/stable-diffusion labmlai/annotated_deep_learning_paper_implementations
croitorualin/curriculum-dpo
kvablack/ddpo-pytorch Owen-Oertell/rlcm akashsonowal/ddpo-pytorch
SalesforceAIResearch/DiffusionDPO spengliang/sudo
luosiallen/latent-consistency-model compvis/fm-boosting