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

GenEval

Text-to-Image Generation Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: Overall

Top Performing Models

Rank Model Paper Overall Date Code
1 SD3.5-Medium+Flow-GRPO Flow-GRPO: Training Flow Matching Models via Online RL 0.95 2025-05-08 📦 yifan123/flow_grpo
2 UniWorld-V1 (Rewrite) UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation 0.84 2025-06-03 📦 PKU-YuanGroup/UniWorld-V1 📦 pku-yuangroup/imgedit
3 MindOmni MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO 0.83 2025-05-19 📦 easonxiao-888/mindomni
4 UniWorld-V1 UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation 0.80 2025-06-03 📦 PKU-YuanGroup/UniWorld-V1 📦 pku-yuangroup/imgedit
5 SANA-1.5 4.8B (+ Inference Scaling) SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion Transformer 0.80 2025-01-30 📦 NVlabs/Sana
6 Janus-Pro-7B Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling 0.80 2025-01-29 📦 deepseek-ai/janus
7 MetaQuery-XL (Rewrite) Transfer between Modalities with MetaQueries 0.80 2025-04-08 -
8 Show-o [xie2024show] PARM It. DPO PARM Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step 0.77 2025-01-23 📦 ziyuguo99/image-generation-cot 📦 caraj7/t2i-r1
9 Show-o [xie2024show] Ft. ORM It. DPO Ft. ORM Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step 0.75 2025-01-23 📦 ziyuguo99/image-generation-cot 📦 caraj7/t2i-r1
10 Janus-Pro-1B Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling 0.73 2025-01-29 📦 deepseek-ai/janus

All Papers (20)