Text-to-Image Generation on GenEval official (val)
100Object Presence (1 Obj)HiDream
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HiDream2026.02 | 100 | 98 | 79 | 91 | 60 | 72 | 83 | |
| FlowGRPORL-based=true2026.02 | 100 | 99 | 91 | 89 | 95 | 80 | 92 | |
| DiffusionNFTRL-based=true2026.02 | 100 | 98 | 74 | 92 | 85 | 80 | 88 | |
| PromptRL w/o PERL-based=true, Prompt Enhancement (PE)=false2026.02 | 100 | 96 | 95 | 95 | 93 | 85 | 94 | |
| PromptRL w/ PERL-based=true, Prompt Enhancement (PE)=true2026.02 | 100 | 99 | 99 | 96 | 99 | 90 | 97 | |
| Janus-Pro-7Bsource=Qwen-Image paper2026.02 | 99 | 89 | 59 | 90 | 79 | 66 | 80 | |
| Seedream 3.0source=Qwen-Image paper2026.02 | 99 | 96 | 91 | 93 | 47 | 80 | 84 | |
| Qwen-Imagesource=Qwen-Image paper2026.02 | 99 | 92 | 89 | 88 | 76 | 77 | 87 | |
| Emu3-Gensource=Qwen-Image paper2026.02 | 98 | 71 | 34 | 81 | 17 | 21 | 54 | |
| SD3 Mediumsource=Qwen-Image paper2026.02 | 98 | 74 | 63 | 67 | 34 | 36 | 62 | |
| FLUX.1-devsource=Qwen-Image paper2026.02 | 98 | 81 | 74 | 79 | 22 | 45 | 66 | |
| SD3.5 Largesource=Qwen-Image paper2026.02 | 98 | 89 | 73 | 83 | 34 | 47 | 71 | |
| RePromptRL-based=true2026.02 | 98 | 87 | 77 | 85 | 62 | 49 | 76 | |
| JanusFlowsource=Qwen-Image paper2026.02 | 97 | 59 | 45 | 83 | 53 | 42 | 63 | |
| Show-osource=Qwen-Image paper2026.02 | 95 | 52 | 49 | 82 | 11 | 28 | 53 |